{"id":"W7064868094","doi":"","title":"Comprehensive literature review about drug shortages in the canadian hospital's pharmacy supply chain","year":2019,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Supply chain; Pharmacy; Drug; Chain (unit); MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.0002024661,0.0005661104,0.000784826,0.0003552275,0.0001317798,0.0002536471,0.0008025516,0.000123992,0.003836533],"category_scores_gemma":[0.000005129805,0.000419064,0.0003629059,0.0007260744,0.00008609633,0.000108267,0.00005001402,0.0009740788,0.0007878678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007872128,"about_ca_system_score_gemma":0.0002943021,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1084075,"about_ca_topic_score_gemma":0.1081963,"domain_scores_codex":[0.997893,0.0002120457,0.0002808182,0.0006129349,0.0003573269,0.0006438606],"domain_scores_gemma":[0.9985657,0.00005655392,0.0002407512,0.0008884404,0.00006819699,0.0001803203],"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":[0.000003761042,0.00006871184,0.01244082,0.0004520825,0.0002530059,0.00006288815,0.001602811,0.000004173295,0.000009652384,0.003022269,0.9803798,0.001700076],"study_design_scores_gemma":[0.000278668,0.00001488927,0.001185502,0.004743559,0.0001889629,9.027264e-7,0.000420003,0.00002433578,0.00001890429,0.00004279156,0.9925714,0.0005101183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008211693,0.2835262,0.0000197281,0.03050702,0.001122985,0.00391706,0.001538642,0.0001016711,0.6784456],"genre_scores_gemma":[0.08347715,0.04315994,0.0001749925,0.006409268,0.002794261,0.000320038,0.002160899,0.000567995,0.8609354],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2403662,"threshold_uncertainty_score":0.9999901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005595063923744692,"score_gpt":0.263163330651977,"score_spread":0.2575682667282323,"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."}}