{"id":"W2944047434","doi":"10.1136/sbmj.j3707","title":"One in 10 medical students exceeds weekly alcohol consumption guidance, a <i>Student BMJ</i> survey finds","year":2017,"lang":"en","type":"article","venue":"BMJ","topic":"Health and Well-being Studies","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Alcohol consumption; Medical school; Consumption (sociology); Psychology; Medical education; Medicine; Alcohol; History; Sociology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006422291,0.0002051203,0.0004854694,0.0001177673,0.000363346,0.0001070153,0.001116904,0.0002866748,0.001459666],"category_scores_gemma":[0.001427541,0.0002053572,0.00006615296,0.00008890955,0.0002358929,0.00008031895,0.0004404776,0.0003738836,0.00277139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000802806,"about_ca_system_score_gemma":0.0001246446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002697707,"about_ca_topic_score_gemma":0.004640548,"domain_scores_codex":[0.9963466,0.0005609459,0.0007987618,0.0004820026,0.001147733,0.0006639606],"domain_scores_gemma":[0.9980254,0.0003565222,0.0003464434,0.0009303127,0.0001046149,0.0002367298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000176596,0.0004836765,0.7684127,0.00003415531,0.00008951066,0.0001043577,0.0007284045,2.648379e-7,0.00000441052,0.0001176513,0.2245323,0.005316017],"study_design_scores_gemma":[0.003267839,0.0001298488,0.9726896,0.0001880784,0.00001490982,0.000009589505,0.00006613087,0.000004353744,0.000004715187,0.00003817171,0.02337258,0.000214172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9296648,0.0005478773,0.00003080421,0.01104142,0.002146757,0.0009874555,0.00002791398,0.00006314982,0.05548981],"genre_scores_gemma":[0.9839538,0.0001815597,0.00004807131,0.002637732,0.000594534,0.0004018304,0.00002180405,0.00002615856,0.01213451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2042769,"threshold_uncertainty_score":0.9994531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.112325567854969,"score_gpt":0.4801012476308213,"score_spread":0.3677756797758523,"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."}}