{"id":"W2778660763","doi":"10.1177/145507251002700507","title":"A Complex Picture","year":2010,"lang":"en","type":"article","venue":"Nordic Studies on Alcohol and Drugs","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Status quo; Environmental health; Public health; Consumption (sociology); Alcohol consumption; Alcohol; Business; Political science; Medicine; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007663982,0.0001679642,0.000336169,0.00006251772,0.0001471725,0.000008816559,0.00003721478,0.00005733611,0.0001332503],"category_scores_gemma":[0.00007056455,0.0001048572,0.00007508551,0.00009667509,0.0001563669,0.000027151,0.00002964724,0.0001939488,0.00009221381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001580404,"about_ca_system_score_gemma":0.00001385366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003435641,"about_ca_topic_score_gemma":0.0000494485,"domain_scores_codex":[0.99927,0.000008514153,0.0001373926,0.000222999,0.0001750378,0.0001860401],"domain_scores_gemma":[0.9994649,0.0001323147,0.00003817129,0.0002132574,0.00005607094,0.00009526238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008235622,0.0004805138,0.8356493,0.0001153004,0.001777698,0.000234186,0.03184997,7.885746e-7,0.006307517,0.005132238,0.04185908,0.07576989],"study_design_scores_gemma":[0.01633039,0.0007853358,0.881933,0.0001924412,0.0007195537,0.0001212321,0.02463662,0.00004050625,0.003379544,0.001394121,0.06986319,0.0006040242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799184,0.0009404566,6.029445e-7,0.002497817,0.0004345952,0.0002041335,0.000001701227,0.00008747451,0.01591485],"genre_scores_gemma":[0.9923469,0.0003475015,0.0002916079,0.003685916,0.0002510009,0.0000238962,0.00000797454,0.0000132614,0.003031941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07516587,"threshold_uncertainty_score":0.4275952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05556643731758982,"score_gpt":0.3441906242819042,"score_spread":0.2886241869643144,"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."}}