{"id":"W4385281571","doi":"10.1136/bmjopen-2023-072996","title":"‘You feel like you’ve been duped’: is the current system for health professionals declaring potential conflicts of interest in the UK fit for purpose? A mixed methods study","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital","funders":"University of St Andrews","keywords":"Respondent; Vignette; Medicine; Health care; Conflict of interest; Health professionals; Declaration; Task (project management); Qualitative research; Nursing; Medical education; Family medicine; Psychology; Social psychology","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":[0.03868268,0.0004314587,0.0007142863,0.002141844,0.00358035,0.005315434,0.001267492,0.001952258,0.002651888],"category_scores_gemma":[0.08186744,0.00101944,0.0005969455,0.001698544,0.004513615,0.005810349,0.003796215,0.001552696,0.0003399231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00573329,"about_ca_system_score_gemma":0.007193546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007014096,"about_ca_topic_score_gemma":0.01351508,"domain_scores_codex":[0.9629364,0.02955167,0.002329413,0.001463402,0.002195871,0.00152323],"domain_scores_gemma":[0.9202476,0.05310945,0.01868449,0.001851581,0.003727054,0.002379936],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000462257,0.0005984684,0.1031479,0.002305945,0.0001118772,0.0008345461,0.8602057,0.00003854462,0.0004515079,0.001367733,0.001414662,0.02906098],"study_design_scores_gemma":[0.00005159446,0.0007993504,0.04428228,0.001705073,0.0000640377,0.0006893122,0.947565,0.0001171484,0.0001967604,0.0004109797,0.004071704,0.00004672846],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944971,0.001399728,0.0005444788,0.001697613,0.00002982683,0.0005202539,0.0001279977,0.000004305088,0.001178701],"genre_scores_gemma":[0.993467,0.001360161,0.001695028,0.001479529,0.00004220587,0.001331224,0.00007870235,0.000005761401,0.0005403876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9980478,"threshold_uncertainty_score":0.204576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8315410789547495,"score_gpt":0.7074422565191325,"score_spread":0.124098822435617,"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."}}