{"id":"W4405449398","doi":"10.1017/s0033291724002502","title":"Across the multiverse: exploring a diverse set of specifications related to cross-sectional and prospective associations between adolescent alcohol use and emotional problems","year":2024,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"Medical Research Council; Canadian Institutes of Health Research; Paul Ramsay Foundation; Wellcome Trust; National Health and Medical Research Council; McMaster University","keywords":"Operationalization; Confounding; Psychology; Anxiety; Set (abstract data type); Clinical psychology; Developmental psychology; Psychiatry; Medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1856177,0.001587886,0.001724093,0.003975945,0.001658872,0.004510418,0.004363923,0.002120435,0.005228119],"category_scores_gemma":[0.2964371,0.001177655,0.01139026,0.003481478,0.003138521,0.0031627,0.006845512,0.003471286,0.0004478007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626475,"about_ca_system_score_gemma":0.002670226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01466696,"about_ca_topic_score_gemma":0.009063552,"domain_scores_codex":[0.8494794,0.127483,0.006484466,0.009544314,0.004983662,0.002025121],"domain_scores_gemma":[0.5605573,0.3818884,0.01886576,0.03169197,0.005682011,0.001314533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009946269,0.0001072761,0.9045364,0.0007521075,0.01722193,0.0004926316,0.003561614,0.01491395,0.001126661,0.01608402,0.001590166,0.03861859],"study_design_scores_gemma":[0.0004063658,0.003744934,0.6264464,0.001599307,0.01304845,0.00138737,0.008049676,0.228177,0.006287848,0.09804886,0.01233488,0.0004689157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6750587,0.00403059,0.3125089,0.002149162,0.0001918026,0.0006477395,0.002134801,0.0007763817,0.002501874],"genre_scores_gemma":[0.9597244,0.0002379473,0.0373267,0.000366835,0.00004854813,0.0006129586,0.001168103,0.0001641911,0.0003504805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1856177,"threshold_uncertainty_score":0.981652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3664442704757229,"score_gpt":0.4372652762104313,"score_spread":0.07082100573470845,"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."}}