{"id":"W2796757150","doi":"10.7202/1044268ar","title":"Research Ethics and Commercial Drug Development: When Integrity Threatens Profitability","year":2018,"lang":"en","type":"article","venue":"BioéthiqueOnline","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec - Santé","keywords":"Profitability index; Drug development; Drug; Business; Engineering ethics; Pharmacology; Medicine; Engineering; Finance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.06619715,0.0004701981,0.0008545707,0.001890985,0.02327832,0.02163108,0.001942257,0.02013246,0.00275537],"category_scores_gemma":[0.09484383,0.0005740832,0.0008259117,0.00153248,0.06629138,0.01623172,0.01503039,0.02137064,0.0007020834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008841779,"about_ca_system_score_gemma":0.01739707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003007165,"about_ca_topic_score_gemma":0.003978141,"domain_scores_codex":[0.8725718,0.09354348,0.003323958,0.00342407,0.01690562,0.01023107],"domain_scores_gemma":[0.8820086,0.08336128,0.01127204,0.005547659,0.008519509,0.009290961],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007899775,0.0001431747,0.004303188,0.0002204742,0.00003155093,0.0100563,0.127688,0.0003303331,0.001135645,0.8182287,0.01808795,0.0196958],"study_design_scores_gemma":[0.00006329823,0.000289963,0.002177583,0.001204374,0.00003618811,0.01856894,0.1690936,0.001256868,0.002486446,0.4237664,0.3808614,0.0001949394],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1349479,0.006769894,0.02346203,0.6573147,0.001828408,0.0001765468,0.00002027078,0.00009182077,0.1753885],"genre_scores_gemma":[0.9333502,0.001567514,0.004276737,0.05041793,0.0009382214,0.0001158526,0.000007581105,0.00005019335,0.009275902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9798675,"threshold_uncertainty_score":0.3500882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2354224896672095,"score_gpt":0.4680720920111653,"score_spread":0.2326496023439558,"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."}}