{"id":"W2101568281","doi":"10.1016/j.hrthm.2011.05.011","title":"Guidance for the Heart Rhythm Society Pertaining to Interactions with Industry","year":2011,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital","funders":"","keywords":"Government (linguistics); Medicine; Heart Rhythm; Health care; Public relations; Specialty; Conflict of interest; Healthcare industry; Business; Finance; Political science; Family medicine; Law; Cardiology","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009844808,0.0002929591,0.0003113654,0.00004520481,0.001179778,0.00003260527,0.0001944213,0.000654203,0.002444834],"category_scores_gemma":[0.0001225278,0.0002145393,0.0001925321,0.0003417755,0.0002622436,0.0001948052,0.0001018462,0.003273176,0.0002621735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094148,"about_ca_system_score_gemma":0.0002393644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008872851,"about_ca_topic_score_gemma":0.00007132462,"domain_scores_codex":[0.9978317,0.0002573886,0.0003936495,0.0004600738,0.0001703814,0.0008868015],"domain_scores_gemma":[0.9978124,0.000865748,0.00008583829,0.0003629891,0.000232576,0.0006404533],"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":[0.004351064,0.00123978,0.0589462,0.0005038104,0.001278579,0.0001427851,0.02587026,0.001437104,0.005335598,0.01272296,0.8669783,0.0211936],"study_design_scores_gemma":[0.0008840696,0.0003204426,0.007044557,0.00007927726,0.0001281355,0.001375432,0.001702368,0.002213365,0.01263899,0.0001733149,0.9730916,0.0003484568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8411992,0.001716224,0.002605117,0.1369939,0.004976305,0.004241191,0.0002836903,0.000600822,0.007383478],"genre_scores_gemma":[0.9414855,0.00003080921,0.0031623,0.04924589,0.001351557,0.0007064896,0.000007310223,0.00004909295,0.003961017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1061133,"threshold_uncertainty_score":0.9990263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.48778676700236,"score_gpt":0.5344223420385177,"score_spread":0.04663557503615773,"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."}}