{"id":"W4319336598","doi":"10.26828/cannabis/2023.01.007","title":"Early Birds and Night Owls: Distinguishing Profiles of Cannabis Use Habits by Use Times with Latent Class Analysis","year":2023,"lang":"en","type":"article","venue":"Cannabis","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism; Universidad de Córdoba; University of Cape Town; Universidad de la República Uruguay; York University; Universitat Jaume I; Universidad Nacional de Córdoba; University of Exeter; Fordham University; University of California, Los Angeles; Auburn University; Idaho State University; University of Memphis; University of Nebraska-Lincoln; Penn State College of Medicine; Colorado State University; Washington State University; University of Wyoming; University at Buffalo; University of Washington; Old Dominion University; University of Central Florida; University of Southern Mississippi","keywords":"Morning; Cannabis; Evening; Psychology; Latent class model; Recreation; Demography; Medicine; Psychiatry; Ecology; Biology","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":[0.003624434,0.0003832977,0.0004681435,0.001406074,0.0008714441,0.002035339,0.0005246796,0.0004522156,0.00244517],"category_scores_gemma":[0.007385603,0.0002334345,0.001145803,0.0009885097,0.0007046598,0.0007999418,0.001214353,0.0009610957,0.0003217996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009141171,"about_ca_system_score_gemma":0.0008646811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02506027,"about_ca_topic_score_gemma":0.02441329,"domain_scores_codex":[0.998539,0.0006808735,0.00008876192,0.0002562574,0.0001897863,0.0002454013],"domain_scores_gemma":[0.9955949,0.001934689,0.001068779,0.0005507262,0.0003704735,0.0004803893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005402489,0.0002840575,0.9816598,0.0000193156,0.0001254336,0.0000283713,0.001289295,0.0007140877,0.0003915495,0.0004828553,0.0004511237,0.01401394],"study_design_scores_gemma":[0.0000235893,0.0001601871,0.973128,0.0000357978,0.00005592937,0.0000557017,0.002450057,0.02177697,0.0002461059,0.00135579,0.0006862279,0.00002573923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957884,0.00004346851,0.003237059,0.00006963785,0.000009752319,0.00006020955,0.0003396648,0.00001397052,0.0004377521],"genre_scores_gemma":[0.9968315,0.00002409154,0.002169331,0.00001218034,0.000005583199,0.00006761875,0.0006329532,0.000008702708,0.0002480435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02506027,"threshold_uncertainty_score":0.04982883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02266980617617899,"score_gpt":0.2574871678036606,"score_spread":0.2348173616274816,"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."}}