{"id":"W4412752731","doi":"10.31579/2835-7957/036","title":"The Determinants of Study Productivity in Ethical Drug Discovery","year":2023,"lang":"en","type":"article","venue":"Clinical Reviews and Case Reports","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Calgary","keywords":"Drug discovery; Productivity; Drug; Business; Medicine; Pharmacology; Economics; Biology; Bioinformatics; Economic growth","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":[0.04603989,0.0002985317,0.0004772664,0.007407595,0.002744462,0.005559426,0.00172502,0.001064299,0.005850463],"category_scores_gemma":[0.2551489,0.0004257545,0.000787735,0.006682024,0.006591071,0.003224304,0.005681291,0.002125054,0.0009342039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004662836,"about_ca_system_score_gemma":0.00593349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008434816,"about_ca_topic_score_gemma":0.007077219,"domain_scores_codex":[0.943267,0.03118823,0.004735846,0.002467813,0.01171376,0.00662737],"domain_scores_gemma":[0.4277568,0.38116,0.1159725,0.02250633,0.01859272,0.03401158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001480364,0.0001294136,0.975794,0.00005303594,0.0001016571,0.0001993893,0.002369193,0.0004896131,0.0001227262,0.003234229,0.001687525,0.01567124],"study_design_scores_gemma":[0.000035598,0.0001750458,0.9838697,0.0001055307,0.00003040175,0.0003287964,0.005466503,0.001309605,0.0002062626,0.004715178,0.003734125,0.00002324257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586855,0.002659534,0.005213733,0.01364528,0.0001170891,0.0002363626,0.0009407672,0.00006225584,0.01843943],"genre_scores_gemma":[0.9982367,0.000332794,0.0004674022,0.000213243,0.00008232353,0.00004983332,0.0001317514,0.000009214071,0.0004766741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04603989,"threshold_uncertainty_score":0.2434852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2354669300811779,"score_gpt":0.4596220946425224,"score_spread":0.2241551645613445,"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."}}