{"id":"W1996187191","doi":"10.1016/j.ridd.2012.04.011","title":"Predicting mental health among mothers of school-aged children with developmental disabilities: The relative contribution of child, maternal and environmental factors","year":2012,"lang":"en","type":"article","venue":"Research in Developmental Disabilities","topic":"Family and Disability Support Research","field":"Psychology","cited_by":113,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Psychology; Developmental psychology; Mental health; Child development; Developmental disorder; Autism; Clinical psychology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003484548,0.000347854,0.0005187563,0.0002631752,0.0005525903,0.00004173054,0.0004190392,0.000151315,0.001561487],"category_scores_gemma":[0.0007397815,0.0002461598,0.00009087408,0.0004289395,0.006043816,0.0007194055,0.0004423697,0.0008254659,0.00002400025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0014222,"about_ca_system_score_gemma":0.0002615648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004803285,"about_ca_topic_score_gemma":0.0008878204,"domain_scores_codex":[0.9945551,0.001319985,0.0009511173,0.0005444305,0.001311461,0.001317868],"domain_scores_gemma":[0.9974654,0.001601396,0.0001711293,0.0003210885,0.000044053,0.0003969409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004286592,0.0006327465,0.9222552,0.00009103622,0.0002253791,2.915371e-7,0.07508399,0.000001110994,0.0001251215,0.000646962,0.0001464102,0.0003630882],"study_design_scores_gemma":[0.0009182952,0.000230683,0.6757973,0.0001518975,0.000004134783,0.00003081542,0.3217269,0.000002816291,0.0008106255,0.0001504939,0.0000214174,0.0001546392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938659,0.0005419628,0.000004801197,0.000274942,0.00008733079,0.002076001,0.0004879497,0.00002532606,0.002635767],"genre_scores_gemma":[0.9989164,0.00005985828,0.0001471164,0.0000232122,0.00003688556,0.0002198306,0.0002833731,0.00003943845,0.0002738909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2466429,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05897767944930777,"score_gpt":0.342343599988727,"score_spread":0.2833659205394192,"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."}}