{"id":"W3198741798","doi":"10.1016/j.addbeh.2021.107115","title":"Prospective effects of loneliness on frequency of alcohol and marijuana use","year":2021,"lang":"en","type":"article","venue":"Addictive Behaviors","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Institute on Drug Abuse; New York State Psychiatric Institute","keywords":"Loneliness; Psychology; Marijuana smoking; Alcohol; Prospective cohort study; Suicide prevention; Injury prevention; Poison control; Medicine; Clinical psychology; Medical emergency; Psychiatry; Substance use; Internal medicine; Polysubstance dependence","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":[],"consensus_categories":[],"category_scores_codex":[0.0001690366,0.00009552924,0.0002619503,0.00005531168,0.0001471576,0.00001572155,0.00007625835,0.00009520246,0.00008332044],"category_scores_gemma":[0.000696204,0.00009121862,0.00006324092,0.000263838,0.0003795905,0.0001699945,0.00003575761,0.000112807,0.000002094803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008095873,"about_ca_system_score_gemma":0.0002508888,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138236,"about_ca_topic_score_gemma":0.002440141,"domain_scores_codex":[0.9988809,0.0001732582,0.0002175647,0.0002096989,0.0002872294,0.0002314089],"domain_scores_gemma":[0.9987758,0.0005607784,0.0001155009,0.0001469038,0.0002843729,0.0001166054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001743823,0.0001961812,0.949457,0.00008566729,0.00002209596,0.00002956294,0.004911941,5.248077e-7,0.0003661761,0.04252597,0.00010728,0.002280087],"study_design_scores_gemma":[0.000389777,0.00007828564,0.9898342,0.0001557965,0.00005591372,4.939125e-7,0.002142823,6.205365e-7,0.006347827,0.0007561874,0.000150015,0.00008809506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967991,0.0002533292,0.00002319741,0.0002365262,0.0002695415,0.0003727771,0.00006795277,0.00001777771,0.001959798],"genre_scores_gemma":[0.9989495,0.0001717413,0.0002141218,0.0001771584,0.00003971926,0.00003192736,0.000005822742,0.00000954974,0.0004004398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04176978,"threshold_uncertainty_score":0.9952009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02523541785282036,"score_gpt":0.3403221204179105,"score_spread":0.3150867025650902,"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."}}