{"id":"W3131271896","doi":"10.1287/ited.2019.0241ca","title":"Case Article—The SafeBirth Clinic","year":2021,"lang":"en","type":"article","venue":"INFORMS Transactions on Education","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bottleneck; Human multitasking; Process (computing); Resource (disambiguation); Computer science; Simple (philosophy); Isolation (microbiology); Risk analysis (engineering); Operations research; Business; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009979003,0.0008735828,0.0006978,0.001246654,0.007063063,0.002508203,0.002489234,0.008774902,0.01619968],"category_scores_gemma":[0.007328808,0.0005442669,0.0008734455,0.002300241,0.002108558,0.002232724,0.003592097,0.007022974,0.00230837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003886558,"about_ca_system_score_gemma":0.004099034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00971209,"about_ca_topic_score_gemma":0.01759526,"domain_scores_codex":[0.9975822,0.0007966813,0.0001309797,0.0002358188,0.0004737599,0.0007805191],"domain_scores_gemma":[0.9977866,0.0007484216,0.0001840479,0.00008509577,0.0001498941,0.00104596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009980515,0.0004630333,0.007745506,0.0002825118,0.00002048397,0.8584532,0.00734555,0.001113252,0.0003885501,0.02618931,0.07117595,0.02672277],"study_design_scores_gemma":[0.00004329539,0.000222868,0.004096592,0.0006849099,0.00001690533,0.8232338,0.01373012,0.001598226,0.000456993,0.009597225,0.1462487,0.00007048128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3494632,0.01317328,0.02406787,0.2046727,0.01081379,0.001284713,0.001421131,0.0006085005,0.3944948],"genre_scores_gemma":[0.8760185,0.008482146,0.01290351,0.03863997,0.004634307,0.0005810611,0.0006821399,0.0002886972,0.05776979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01619968,"threshold_uncertainty_score":0.05419332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02733947591590868,"score_gpt":0.2773906120908588,"score_spread":0.2500511361749501,"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."}}