{"id":"W2096719808","doi":"10.1016/j.hcmf.2012.11.003","title":"From Framework to the Frontline: Designing a Structure and Process for Drug Supply Shortage Planning","year":2013,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Economic shortage; Process (computing); Business; Process management; Drug; Operations management; Knowledge management; Medicine; Computer science; Pharmacology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002338288,0.0001848443,0.0002980066,0.0001251871,0.0002798368,0.0002041111,0.0003100095,0.00008166931,0.0002236047],"category_scores_gemma":[0.00003652883,0.0001702593,0.00005680609,0.000123776,0.00002389481,0.0001639452,0.0001426759,0.0002088461,0.0001064406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006271306,"about_ca_system_score_gemma":0.000009335356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008976334,"about_ca_topic_score_gemma":0.0001182151,"domain_scores_codex":[0.9984697,0.00001266934,0.0004565804,0.0004731381,0.00003282204,0.000555055],"domain_scores_gemma":[0.9991977,0.0001140228,0.0001489849,0.0003040395,0.00002242923,0.0002128574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009924697,0.0000548453,0.2429053,0.0007221757,0.0003389092,0.000005020671,0.00885353,0.001319178,0.000004372137,0.5773936,0.1308504,0.03745347],"study_design_scores_gemma":[0.000567197,0.0000704737,0.03396896,0.0001132184,0.0000169691,8.095783e-7,0.002723465,0.0158068,0.00005052534,0.6657948,0.2804332,0.0004535441],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6802889,0.005925062,0.04694193,0.2561132,0.001230807,0.005081826,0.001701805,0.0001147538,0.002601705],"genre_scores_gemma":[0.9679149,0.0001047601,0.005833885,0.02507664,0.0003325454,0.000416108,0.00005134732,0.0000373189,0.0002324308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.287626,"threshold_uncertainty_score":0.6942971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04567177790737516,"score_gpt":0.3230099725547227,"score_spread":0.2773381946473475,"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."}}