{"id":"W194666946","doi":"10.2165/11593030-000000000-00000","title":"Common Drug Review Recommendations","year":2012,"lang":"en","type":"article","venue":"PharmacoEconomics","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Programs for Assessment of Technology in Health Research Institute; McMaster University; Environment and Climate Change Canada","funders":"","keywords":"Formulary; Medicine; Univariate; Family medicine; Multivariate statistics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"category_scores_codex":[0.01623373,0.0002692097,0.001124133,0.0002198005,0.0002578193,0.00006202996,0.0004327095,0.00007593997,0.006887119],"category_scores_gemma":[0.0006121569,0.000374779,0.0002188619,0.0001559982,0.00005502659,0.001475301,0.0001043402,0.0002903147,0.0212313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007017977,"about_ca_system_score_gemma":0.00007102765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002656447,"about_ca_topic_score_gemma":0.00003012444,"domain_scores_codex":[0.994279,0.000339192,0.004189163,0.0004441477,0.00004780714,0.0007007067],"domain_scores_gemma":[0.9960121,0.0007737062,0.002102482,0.0006089718,0.00003593495,0.0004667906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004533777,0.0001574059,0.02505231,0.0007148024,0.00009086463,1.844963e-7,0.0006495452,0.00001886015,0.000003822812,0.06744486,0.9049294,0.000933393],"study_design_scores_gemma":[0.0005245947,0.000008336841,0.001599115,0.0001823341,0.0000249399,0.00001074053,0.000157962,0.00083348,0.00004511018,0.003479363,0.9926805,0.0004535542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09346522,0.2121115,0.002001068,0.5601314,0.0102341,0.003203179,0.001705786,0.0004885713,0.1166591],"genre_scores_gemma":[0.5005317,0.06052039,0.007778179,0.4212277,0.003437583,0.0006946306,0.0005609255,0.000194699,0.00505424],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4070665,"threshold_uncertainty_score":0.9998704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4399578883009543,"score_gpt":0.5232746190447435,"score_spread":0.08331673074378915,"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."}}