{"id":"W4404518450","doi":"10.1097/01.aoa.0001080092.47947.6f","title":"General Anesthesia for Cesarean Delivery: Can Interinstitutional Variation in Practice Offer Deeper Insights Into Our Choice of Anesthetic Modality?","year":2024,"lang":"en","type":"article","venue":"Obstetric Anesthesia Digest","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre","funders":"","keywords":"Medicine; Modality (human–computer interaction); Anesthetic; Cesarean delivery; Variation (astronomy); Anesthesia; Pregnancy; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005654645,0.0004321931,0.0006414509,0.0009264849,0.000121981,0.0000988327,0.0002819665,0.0002632193,0.00001665158],"category_scores_gemma":[0.0003686828,0.0003822557,0.000252669,0.001374705,0.0001038767,0.0004598015,0.0000244779,0.0002847682,0.00004049408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004701634,"about_ca_system_score_gemma":0.0004440399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001120944,"about_ca_topic_score_gemma":0.00007897834,"domain_scores_codex":[0.9971559,0.0002380775,0.0007764307,0.0007236545,0.0006440912,0.0004618258],"domain_scores_gemma":[0.9979768,0.0007524969,0.0002092518,0.0005224331,0.0003355936,0.0002034675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.003658139,0.006515885,0.3730575,0.008999179,0.001643417,0.0252118,0.0272372,0.007408847,0.004030762,0.5130846,0.00498064,0.02417208],"study_design_scores_gemma":[0.003174706,0.001347638,0.5031152,0.001088165,0.001100176,0.00335657,0.001678015,0.01378415,0.000434389,0.001675472,0.4682234,0.001022095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715642,0.00271513,0.001265488,0.02206529,0.00009923506,0.001615239,0.000001173628,0.000170693,0.0005034999],"genre_scores_gemma":[0.9913401,0.0002484418,0.00356024,0.00321929,0.0002636061,0.0002069166,0.0001315381,0.00007860223,0.0009512533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5114091,"threshold_uncertainty_score":0.9998629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017585100127354,"score_gpt":0.2816111434306647,"score_spread":0.2614352924293912,"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."}}