{"id":"W1964525505","doi":"10.2217/bmt.13.27","title":"Breast cancer clinical trials: current issues and possible solutions","year":2013,"lang":"en","type":"article","venue":"Breast Cancer Management","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Augmentium Pharma Consulting (Canada)","funders":"","keywords":"Medicine; Pharmacoeconomics; Pharmacy; Breast cancer; Biostatistics; Clinical Oncology; Alternative medicine; Publishing; Family medicine; Clinical trial; Oncology; Medical physics; Medical education; Internal medicine; Epidemiology; Cancer; Intensive care medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.00181318,0.0003128999,0.0009759525,0.0002321246,0.0002244149,0.0002996031,0.0003239663,0.0001236816,0.005599061],"category_scores_gemma":[0.00003058305,0.0003194489,0.0002629566,0.0002141356,0.0001819281,0.0007401688,0.0002641728,0.0002466591,0.0009325609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000305905,"about_ca_system_score_gemma":0.0000576968,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008293431,"about_ca_topic_score_gemma":0.0002565896,"domain_scores_codex":[0.9969239,0.00006823409,0.001517913,0.0007589716,0.00006630125,0.0006646534],"domain_scores_gemma":[0.9983925,0.00006234687,0.0007063278,0.0004460518,0.00008738632,0.0003054242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005824071,0.0001917998,0.1261457,0.0001206815,0.0003440122,0.000001637185,0.00008100365,0.00005611219,7.01797e-7,0.1062792,0.09203469,0.6746862],"study_design_scores_gemma":[0.001289658,0.00002152235,0.7905322,0.0001218402,0.00006468692,0.00001051926,0.00006840703,0.0009537266,8.387914e-7,0.017426,0.1890742,0.000436456],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2650677,0.3820696,0.008736237,0.1593873,0.02549277,0.009057099,0.01641484,0.000794803,0.1329797],"genre_scores_gemma":[0.8797467,0.1064916,0.000443369,0.001598478,0.002860334,0.00147405,0.00002286994,0.00008647652,0.007276176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6742497,"threshold_uncertainty_score":0.9999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1235510590722556,"score_gpt":0.367764843142655,"score_spread":0.2442137840703994,"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."}}