{"id":"W2411226135","doi":"10.1371/journal.pone.0156397","title":"Can Targeted Intervention Mitigate Early Emotional and Behavioral Problems?: Generating Robust Evidence within Randomized Controlled Trials","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Atlantic Philanthropies","keywords":"Randomized controlled trial; Clinical psychology; Inverse probability weighting; Medicine; Attrition; Child Behavior Checklist; Intervention (counseling); Internal validity; Psychology; Psychiatry; Propensity score matching","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3543991,0.002119347,0.01102434,0.004894599,0.001114715,0.008406806,0.004291732,0.008922471,0.007930554],"category_scores_gemma":[0.6218663,0.001595518,0.01167887,0.00509273,0.004164229,0.006906068,0.003987808,0.004230989,0.001132338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004081071,"about_ca_system_score_gemma":0.009120124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609326,"about_ca_topic_score_gemma":0.001751791,"domain_scores_codex":[0.5219558,0.4012242,0.04657757,0.01265349,0.01531821,0.002270779],"domain_scores_gemma":[0.4153809,0.4795167,0.06108962,0.02883409,0.01283737,0.002341408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.05651237,0.002173648,0.01554207,0.392124,0.1349668,0.0004058771,0.001162677,0.007631717,0.001027984,0.01574868,0.01803439,0.3546697],"study_design_scores_gemma":[0.2390799,0.02690774,0.03052731,0.323476,0.19552,0.0006101559,0.001584572,0.02295837,0.002841159,0.08034749,0.07560155,0.0005457314],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05161685,0.5417456,0.1484758,0.05565042,0.02426451,0.1564194,0.006421505,0.002181889,0.01322406],"genre_scores_gemma":[0.525517,0.06187211,0.1985669,0.02229642,0.004504692,0.18407,0.001723332,0.000376063,0.00107338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3543991,"threshold_uncertainty_score":0.7961408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1242772087614463,"score_gpt":0.3121653856322361,"score_spread":0.1878881768707898,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}