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head2 Item: Title: Risk factors for suicidal thoughts and behaviours in adolescence Destination: head3 Item: Title: Aims Destination: head4 Item: Title: Method Destination: head5 Children: Item: Title: Participants Destination: head6 Item: Title: Definition of outcome groups Destination: head7 Item: Title: Risk factors Destination: head8 Item: Title: Statistical analysis Destination: head9 Children: Item: Title: Training and independent validation data-sets Destination: head10 Item: Title: Classification of group status in the training set Destination: head11 Item: Title: Generalisation to the independent validation set Destination: head12 Item: Title: Modality-specific classification Destination: head13 Item: Title: Factors that differentiate ideators from individuals who attempted suicide Destination: head14 Item: Title: Results Destination: head15 Children: Item: Title: Participant characteristics Destination: head16 Item: Title: Classification of suicide thoughts or behaviours group Destination: head17 Children: Item: Title: Classification of suicide thoughts or behaviours group: cross-validation model performance Destination: head18 Item: Title: Feature selection Destination: head19 Item: Title: Generalisation to the independent validation data-set Destination: head20 Item: Title: Modality-specific classification Destination: head21 Item: Title: Classification of ideators versus individuals who attempted suicide Destination: head22 Item: Title: Discussion Destination: head23 Children: Item: Title: Main findings Destination: head24 Item: Title: Predictive value Destination: head25 Item: Title: Classification per modality Destination: head26 Item: Title: Individual features that contribute to classification of suicide thoughts or behaviours Destination: head27 Item: Title: Classification of ideation versus attempt Destination: head28 Item: Title: Strengths and limitations Destination: head29 Item: Title: Implications Destination: head30 Item: Title: 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