{"id":"W2081870126","doi":"10.1001/2013.jamainternmed.332","title":"Drug Shortages and Clinicians","year":2012,"lang":"en","type":"letter","venue":"Archives of Internal Medicine","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"Canadian Institutes of Health Research","keywords":"Economic shortage; Drug; Medical prescription; Medicine; Business; Pharmacology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002974447,0.0002482262,0.0009076659,0.0003751364,0.00002608979,0.00001111865,0.0003992811,0.0001530003,0.000832821],"category_scores_gemma":[0.0001474912,0.0002329232,0.0001493993,0.00003755211,0.0005377961,0.00006635691,0.0001484721,0.001033098,0.000113171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001429884,"about_ca_system_score_gemma":0.00001024182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006035779,"about_ca_topic_score_gemma":0.00001267517,"domain_scores_codex":[0.99822,0.00002320119,0.001017906,0.0003426267,0.00003366674,0.000362587],"domain_scores_gemma":[0.9983326,0.000621438,0.0006005825,0.0003011179,0.000007569459,0.0001366608],"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":[0.00002925506,0.00002814935,0.01996233,0.000294086,0.0002764679,0.0000258482,0.001341416,3.283819e-7,0.00001352923,0.01810958,0.9529465,0.006972485],"study_design_scores_gemma":[0.0004359712,0.00008369393,0.002842359,0.0002419535,0.00002937111,0.00001579853,0.00001900361,0.0001746468,0.00002434689,0.04054721,0.9553739,0.0002117184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005047798,0.01432551,0.0002403808,0.7235116,0.001469306,0.0001709621,0.0004347271,0.00001778172,0.2547819],"genre_scores_gemma":[0.1236203,0.00642267,0.0002893884,0.8512688,0.009371119,0.00001323968,0.00007261794,0.00007402861,0.008867863],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2459141,"threshold_uncertainty_score":0.9498334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.057614419204155,"score_gpt":0.3151561772864686,"score_spread":0.2575417580823136,"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."}}