{"id":"W1512062890","doi":"10.1111/j.1360-0443.2005.01062.x","title":"<i>J</i>‐SHAPE OR LINEAR RELATIONSHIP BETWEEN ALCOHOL CONSUMPTION AND DEPRESSION: DOES IT MATTER?","year":2005,"lang":"en","type":"letter","venue":"Addiction","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Psychology; Depression (economics); Demography; Prospective cohort study; Psychiatry; Medicine; Surgery","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003156731,0.0004038476,0.0005933922,0.0003845115,0.000340719,0.00004718406,0.0000808215,0.00144236,0.004298268],"category_scores_gemma":[0.0002405728,0.000288912,0.0001200385,0.0001483807,0.000133796,0.0002161011,0.00005449085,0.002271303,0.002369368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966557,"about_ca_system_score_gemma":0.0001375311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003485639,"about_ca_topic_score_gemma":0.00002503609,"domain_scores_codex":[0.9975688,0.0002162212,0.0006354939,0.0006590627,0.0004969343,0.0004234504],"domain_scores_gemma":[0.9978753,0.0009289729,0.0003582659,0.0004715945,0.0001374861,0.0002283924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001130017,0.00001370792,0.4274594,0.0005373096,0.00005893445,0.00005936143,0.00006093625,3.678889e-7,0.0000100241,0.000001031166,0.5670143,0.004671534],"study_design_scores_gemma":[0.001195593,0.00007573739,0.4773042,0.000776589,0.0005143551,0.0001688653,0.000005944304,0.0001053358,0.00002130738,0.000007917359,0.5196028,0.0002213931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1566677,0.001678223,0.0003503211,0.8339726,0.001757397,0.002794405,0.0003011662,0.0006261235,0.001852057],"genre_scores_gemma":[0.1200607,0.001514446,0.00141996,0.8309805,0.02063618,0.0002881422,0.00420658,0.0001730692,0.02072046],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0498447,"threshold_uncertainty_score":0.9999563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359202391266334,"score_gpt":0.387492840810752,"score_spread":0.2515726016841185,"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."}}