{"id":"W2130772059","doi":"10.1371/journal.pmed.1001070","title":"Legal Remedies for Medical Ghostwriting: Imposing Fraud Liability on Guest Authors of Ghostwritten Articles","year":2011,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Publishing; Law; Product (mathematics); Medicine; Public relations; Psychology; Medical education; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003206665,0.0003106412,0.0006663572,0.0001527794,0.0003057698,0.000005092009,0.0004383931,0.000857639,0.004049801],"category_scores_gemma":[0.005278271,0.0002476122,0.000123627,0.0002759224,0.001182784,0.0001272061,0.0001008895,0.001999592,0.00003918659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007498581,"about_ca_system_score_gemma":0.0001874731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001452057,"about_ca_topic_score_gemma":0.00003933428,"domain_scores_codex":[0.9965218,0.0005980449,0.001031552,0.0004812365,0.0005963733,0.0007710354],"domain_scores_gemma":[0.9959669,0.002028285,0.0002551264,0.0003206953,0.0003449203,0.001084082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01913352,0.01341674,0.2899218,0.007189735,0.002526083,0.000828422,0.03503509,0.00001420344,0.2383725,0.1209014,0.1437133,0.1289471],"study_design_scores_gemma":[0.009969366,0.00537671,0.01153944,0.001812386,0.00126823,0.00008881047,0.004930457,0.006499852,0.6751798,0.006685246,0.2757213,0.0009283889],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409671,0.0009502115,0.00008210529,0.02953445,0.002771805,0.00116124,0.0001211087,0.0002117515,0.02420023],"genre_scores_gemma":[0.9889091,0.0002034565,0.0002766312,0.007784487,0.002258417,0.0001006131,0.00003497725,0.00003545165,0.0003968109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4368072,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6303467004950678,"score_gpt":0.5643458989276264,"score_spread":0.06600080156744137,"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."}}