{"id":"W2416615967","doi":"","title":"Typology of sleep medication users and associated mental health and substance use from a Montreal epidemiological study.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Sleep and related disorders","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Mental health; Psychiatry; Typology; Psychosocial; Psychological intervention; Mood; Anxiety; Epidemiology; Medicine; Distress; Clinical psychology; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008890227,0.0004953733,0.0003059267,0.002977458,0.001845992,0.0008822322,0.000907685,0.0005082011,0.002357573],"category_scores_gemma":[0.002103918,0.0003759728,0.0007014046,0.003283642,0.0004403892,0.0005120175,0.001111483,0.0004404644,0.000248892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006929707,"about_ca_system_score_gemma":0.00408468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9231276,"about_ca_topic_score_gemma":0.9341176,"domain_scores_codex":[0.9993939,0.0000831847,0.00006820384,0.0001329553,0.000166353,0.0001553936],"domain_scores_gemma":[0.9982653,0.00009018884,0.0005517559,0.00008400945,0.0005764315,0.0004322929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000198865,0.00001507308,0.9980476,0.00001317134,0.00002411541,0.00003851362,0.0003706295,0.00003085312,0.0001275129,0.00001185732,0.0004781307,0.0008226035],"study_design_scores_gemma":[0.000002583193,0.00001809908,0.9991969,0.000005604192,0.000006127795,0.00003002036,0.0004209816,0.00009522007,0.00001789951,0.000003945362,0.0001987329,0.000003936181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904996,0.0002769774,0.0001701437,0.0001729621,0.000008270405,0.0002294028,0.007604065,0.00001409962,0.001024505],"genre_scores_gemma":[0.9961946,0.0001016172,0.0002353581,0.00005459601,0.000005264342,0.0001161045,0.002794784,0.000004322433,0.0004934524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07687241,"threshold_uncertainty_score":0.1546502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03400721618202242,"score_gpt":0.2839572709712025,"score_spread":0.2499500547891801,"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."}}