{"id":"W2120497695","doi":"10.1136/bmj.g7744","title":"Competing interests in epidemiology","year":2015,"lang":"en","type":"letter","venue":"BMJ","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Epidemiology; Medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.05751609,0.001074295,0.003524957,0.001912973,0.00330283,0.008473638,0.004249772,0.02720022,0.07185788],"category_scores_gemma":[0.2731162,0.000807549,0.002142965,0.0031027,0.005969099,0.006363691,0.005862804,0.02548371,0.01509565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003692151,"about_ca_system_score_gemma":0.01486241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002562523,"about_ca_topic_score_gemma":0.004199491,"domain_scores_codex":[0.9266971,0.03179241,0.008879525,0.005109165,0.02300722,0.004514479],"domain_scores_gemma":[0.7189691,0.1972973,0.02207013,0.0163327,0.02777628,0.01755451],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001659217,0.00005347322,0.001734515,0.002324186,0.0001839927,0.0009526552,0.0008378839,0.0001522876,0.0001712134,0.08545943,0.8218922,0.0860723],"study_design_scores_gemma":[0.0001030369,0.00007815747,0.001565817,0.004833034,0.00007500907,0.00180238,0.0005702951,0.0003862519,0.0001158898,0.04489841,0.9455055,0.00006616611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005412823,0.02680626,0.003304118,0.8187581,0.08951958,0.0001743653,0.001058755,0.000164865,0.05967269],"genre_scores_gemma":[0.04852805,0.03331861,0.008106788,0.7002205,0.1526187,0.001155364,0.001833825,0.000488591,0.0537297],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9727998,"threshold_uncertainty_score":0.3041778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.873365695926661,"score_gpt":0.6643252775900932,"score_spread":0.2090404183365678,"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."}}