{"id":"W1976796263","doi":"10.4212/cjhp.v65i3.1138","title":"Drug Shortages: What Can Hospital Pharmacists Do?","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Economic shortage; Pharmacy; Business; Government (linguistics); Hospital pharmacy; Medicine; Quality (philosophy); Medical emergency; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[],"category_scores_codex":[0.001324974,0.0002862218,0.0004827204,0.0003342749,0.0003658015,0.0006226383,0.0009364994,0.00005258612,0.001845939],"category_scores_gemma":[0.0001023183,0.0002582852,0.000352573,0.0002441555,0.0002591512,0.001800892,0.00005149444,0.0006957526,0.0005910851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004764373,"about_ca_system_score_gemma":0.000378672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003062058,"about_ca_topic_score_gemma":0.0009715933,"domain_scores_codex":[0.9977293,0.00004117757,0.0009539636,0.0002075879,0.00007607675,0.000991867],"domain_scores_gemma":[0.9971297,0.00008265478,0.0006673167,0.000301927,0.0000938649,0.001724478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008001664,0.0006938436,0.4590849,0.00008310506,0.001464118,0.0003025669,0.0412213,0.000211121,0.00003101977,0.1386307,0.3322674,0.02592993],"study_design_scores_gemma":[0.002528553,0.0001748627,0.009801187,0.00005109563,0.0001013277,0.0001659875,0.0008140765,0.0002423954,0.001036839,0.02154275,0.9625142,0.001026775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9136506,0.03146163,0.00001512184,0.03489534,0.009629915,0.0003094791,0.0002617455,0.00001272011,0.009763455],"genre_scores_gemma":[0.9908861,0.002048633,0.00003784916,0.004518633,0.002119132,0.000008112113,0.000005863118,0.00005341795,0.0003222808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6302467,"threshold_uncertainty_score":0.9999869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04301117159928134,"score_gpt":0.2838370724773662,"score_spread":0.2408259008780848,"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."}}