{"id":"W4408042971","doi":"10.1177/08295735251323720","title":"Longitudinal Patterns of Special Education/Inclusive Classroom Placement of Children with Conduct Problems: Correlates and Risk of School Dropout","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of School Psychology","topic":"Family and Disability Support Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council of Canada; Canada Research Chairs","keywords":"Psychology; Dropout (neural networks); School dropout; Developmental psychology; Mathematics education; Special education; At-risk students; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002002787,0.0001786365,0.0002953652,0.001250299,0.0007366893,0.0008669685,0.0006369915,0.0004922069,0.001074517],"category_scores_gemma":[0.006366119,0.0003339546,0.0005054344,0.001111166,0.0003539698,0.0007394447,0.001052524,0.001188289,0.0002523864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006947162,"about_ca_system_score_gemma":0.0009216088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03792905,"about_ca_topic_score_gemma":0.04963249,"domain_scores_codex":[0.9990971,0.0002436758,0.0000925174,0.0001767672,0.0001967915,0.0001931878],"domain_scores_gemma":[0.9943613,0.0006227738,0.002512858,0.0003950651,0.0008841488,0.001223807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001997474,0.00002897551,0.9992823,0.00000136425,0.00001102992,0.00001216204,0.0001111766,0.000008877511,0.00002756215,0.000006161576,0.00002653544,0.0004638081],"study_design_scores_gemma":[0.000001069478,0.00004740844,0.9994056,0.000005024538,0.000006958756,0.00006450604,0.0003345957,0.00005052246,0.00001916589,0.00001096918,0.00005206818,0.000002235067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994429,0.00009440981,0.00004697195,0.00003598244,0.000002127761,0.000005196711,0.0002025668,0.00000243895,0.0001673766],"genre_scores_gemma":[0.9990977,0.00009874313,0.0001032097,0.00001369899,0.000002468391,0.0000137104,0.0005102564,0.000002427278,0.0001577464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03792905,"threshold_uncertainty_score":0.07541656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0321566055126464,"score_gpt":0.3554018907468595,"score_spread":0.323245285234213,"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."}}