{"id":"W4401667000","doi":"10.31579/2693-4779/204","title":"Phase IV Drug Development:Post-Marketing Studies","year":2024,"lang":"en","type":"article","venue":"Clinical Research and Clinical Trials","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Karachi; University of Calgary","keywords":"Drug development; Drug; Business; Marketing; Pharmacology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1982025,0.0002589967,0.002081679,0.0003544853,0.0003386414,0.0004787856,0.0004802922,0.0003364079,0.0008686474],"category_scores_gemma":[0.1724985,0.0002249147,0.000665379,0.0004304135,0.001145148,0.0001948934,0.0005687742,0.001838421,0.00361383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009235246,"about_ca_system_score_gemma":0.0003465526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001602978,"about_ca_topic_score_gemma":0.00001834489,"domain_scores_codex":[0.9885328,0.002459359,0.006577334,0.001350277,0.0001403786,0.0009398895],"domain_scores_gemma":[0.8915488,0.1058576,0.0005170517,0.000568807,0.0002769125,0.001230841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001631339,0.002006105,0.009429168,0.0003896244,0.002006284,0.0000821701,0.0003078362,3.852813e-7,0.000006516416,0.169178,0.09467065,0.7202919],"study_design_scores_gemma":[0.004315454,0.0006966227,0.001740177,0.0001987953,0.00002685919,0.000002307202,0.0001718285,0.001654905,0.00002341006,0.1345777,0.8562425,0.0003494381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8950861,0.05610403,0.00007526234,0.02375493,0.003723224,0.0009873336,0.000315771,0.0001413349,0.01981205],"genre_scores_gemma":[0.9200171,0.06466515,0.0007391528,0.003491154,0.004530021,0.0001068643,0.00002601609,0.00007237087,0.006352198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7615718,"threshold_uncertainty_score":0.997162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8494036240734456,"score_gpt":0.6818881618903232,"score_spread":0.1675154621831224,"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."}}