{"id":"W4416538837","doi":"10.1111/cch.70178","title":"The Indirect Effect of a Brief Couple Intervention on Child Mental Health Challenges via the Interparental Relationship","year":2025,"lang":"en","type":"article","venue":"Child Care Health and Development","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Waterloo; York University","funders":"Social Sciences and Humanities Research Council; Canadian Institutes of Health Research","keywords":"Intervention (counseling); Mental health; Quality (philosophy); Selection (genetic algorithm); Child health","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008893028,0.0001761027,0.0002411662,0.0001136358,0.00153699,0.00002291577,0.0001543471,0.0000836306,0.00001018679],"category_scores_gemma":[0.00003050355,0.0001044703,0.00007210119,0.0001455324,0.0001045791,0.00002768852,0.00007668454,0.0003860702,0.00001062402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000288246,"about_ca_system_score_gemma":0.0001520791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006674126,"about_ca_topic_score_gemma":0.0006351537,"domain_scores_codex":[0.9983017,0.0004386763,0.0005172863,0.0002691237,0.0001787841,0.0002944315],"domain_scores_gemma":[0.9990302,0.0003460518,0.0002554678,0.0002393129,0.00002587387,0.0001030865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003672515,0.0001389221,0.1444644,0.0004266429,0.0001884422,4.657866e-7,0.04699611,0.000003283077,4.362211e-8,0.01261455,0.00240666,0.7923932],"study_design_scores_gemma":[0.002149807,0.00106822,0.9151801,0.001141251,0.00001328484,0.0000182127,0.01390226,0.00006193016,0.00001565964,0.00009990027,0.06618281,0.0001665535],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5004214,0.3544212,0.002551008,0.0835214,0.006866319,0.00622957,0.00006437619,0.0002307806,0.04569394],"genre_scores_gemma":[0.9971385,0.001240529,0.00003455658,0.0009496818,0.00003418355,0.0001147563,0.0001914644,0.00001156942,0.0002847534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7922266,"threshold_uncertainty_score":0.9997629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01722462470378455,"score_gpt":0.3761008840438727,"score_spread":0.3588762593400881,"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."}}