{"id":"W4313552644","doi":"10.5463/thesis.32","title":"Obstetric Telephone Triage","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athena Sustainable Materials Institute","funders":"Leids Universitair Medisch Centrum; Universiteit Leiden","keywords":"Triage; Medical emergency; Medicine; Documentation; Health care; Emergency department; Nursing","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":[0.003267331,0.0004043587,0.000431571,0.001398735,0.0009439789,0.001637291,0.001066764,0.000700039,0.03445451],"category_scores_gemma":[0.018347,0.0002878771,0.000610469,0.001212201,0.0003118716,0.001371473,0.002127273,0.001313598,0.01714723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00135208,"about_ca_system_score_gemma":0.003261888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002640232,"about_ca_topic_score_gemma":0.003178459,"domain_scores_codex":[0.9952521,0.001999265,0.0006868967,0.0005569634,0.001215803,0.0002888634],"domain_scores_gemma":[0.9920859,0.002597579,0.001120109,0.0007509349,0.002946027,0.0004994811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000633817,0.0003244286,0.01916078,0.002368379,0.00004474504,0.0007024814,0.006067801,0.0008438234,0.006057951,0.004630158,0.1266844,0.8324813],"study_design_scores_gemma":[0.000247005,0.001497482,0.06056244,0.00395434,0.0001139056,0.004277316,0.00777355,0.004385296,0.008744239,0.003222583,0.9050423,0.0001795447],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2446667,0.01721468,0.227027,0.02706475,0.01019058,0.01900795,0.02059553,0.007674254,0.4265586],"genre_scores_gemma":[0.5552567,0.0199569,0.2465767,0.008769116,0.00228767,0.01168617,0.01530462,0.001040156,0.139122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03445451,"threshold_uncertainty_score":0.1152618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642177681987828,"score_gpt":0.315199573578181,"score_spread":0.2987777967583027,"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."}}