{"id":"W3122663026","doi":"10.12927/hcq.2021.26467","title":"Key Characteristics of a Fragile Healthcare Supply Chain: Learning from a Pandemic","year":2021,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Windsor","funders":"","keywords":"Pandemic; Key (lock); Supply chain; Health care; Business; Best practice; Coronavirus disease 2019 (COVID-19); Process management; Medicine; Computer science; Marketing; Computer security; Economics; Management; Economic growth","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"],"consensus_categories":[],"category_scores_codex":[0.0003710112,0.0003162291,0.0006045023,0.0002546663,0.0003156823,0.0001826131,0.0003279111,0.0001887539,0.0004998851],"category_scores_gemma":[0.00009017315,0.0003138895,0.0001776211,0.0006796431,0.00007429782,0.000493132,0.000104238,0.0004959101,0.0002762371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008281584,"about_ca_system_score_gemma":0.000202812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01256177,"about_ca_topic_score_gemma":0.002661986,"domain_scores_codex":[0.9972181,0.0000995669,0.0007973028,0.0006522112,0.0005635454,0.0006692911],"domain_scores_gemma":[0.9982244,0.0001250465,0.0005268746,0.0005260698,0.0005296272,0.00006799066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001170907,0.0002074962,0.7053002,0.001802042,0.00007829072,0.0002502278,0.00458063,0.0000133269,0.0004498647,0.0145781,0.002397138,0.2702256],"study_design_scores_gemma":[0.00234058,0.0005503673,0.6525688,0.001467984,0.0001616603,0.00002125548,0.04999717,0.004958758,0.0001284049,0.00882908,0.2775755,0.001400376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977147,0.001948994,0.000826175,0.0171473,0.00117929,0.000542172,0.00006547188,0.0003147206,0.0008288163],"genre_scores_gemma":[0.9920503,0.0002841914,0.0001952323,0.004839886,0.00151409,0.00005825834,0.0006521319,0.0000544776,0.0003514205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2751784,"threshold_uncertainty_score":0.9999313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01979125382948699,"score_gpt":0.2548589866455066,"score_spread":0.2350677328160196,"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."}}