{"id":"W2810354483","doi":"10.1136/medethics-2018-104804","title":"Device representatives in hospitals: are commercial imperatives driving clinical decision-making?","year":2018,"lang":"en","type":"article","venue":"Journal of Medical Ethics","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Receipt; Outsourcing; Public relations; Accountability; Health care; Payment; Health professionals; Product (mathematics); Business; Medicine; Political science; Marketing; Finance; Law; Accounting","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.2004008,0.0004275214,0.0008554852,0.001575761,0.01506278,0.0254494,0.00399163,0.01706762,0.008231815],"category_scores_gemma":[0.3780828,0.00115697,0.0009224786,0.00185125,0.04024165,0.0164808,0.01555758,0.01742231,0.001514751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01273083,"about_ca_system_score_gemma":0.03763142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00325142,"about_ca_topic_score_gemma":0.005248716,"domain_scores_codex":[0.6249868,0.3103295,0.01257854,0.009369536,0.02603653,0.01669906],"domain_scores_gemma":[0.4262699,0.4295832,0.05645791,0.01522615,0.02796569,0.04449718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003738562,0.0005304278,0.05029488,0.00115,0.000221468,0.007533254,0.1354286,0.001139523,0.00101945,0.5275511,0.09478083,0.1799766],"study_design_scores_gemma":[0.0002385602,0.0003776048,0.01413649,0.004168029,0.0001112075,0.004862014,0.2084315,0.002398906,0.001576167,0.5434739,0.2198163,0.0004093912],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06392906,0.005878899,0.0153154,0.8824054,0.001547323,0.0001332941,0.00002623656,0.00004503242,0.0307194],"genre_scores_gemma":[0.8588609,0.003273354,0.007242078,0.1254628,0.002065968,0.0002187479,0.00002657804,0.00006923889,0.002780314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2004008,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5499451376696158,"score_gpt":0.6951795252218297,"score_spread":0.1452343875522139,"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."}}