{"id":"W3012115304","doi":"10.1097/01.asm.0001079308.40759.db","title":"Obstetric Anesthesia: Origins and Current Practice","year":2020,"lang":"en","type":"article","venue":"ASA Monitor","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Current (fluid); Anesthesia; Medicine; Psychology; Engineering; Electrical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00009978253,0.0001314796,0.0003981368,0.00004573389,0.00004745085,0.00003076118,0.00004604269,0.00006043402,0.00003035312],"category_scores_gemma":[0.000819637,0.0001016281,0.0001381858,0.0002792992,0.00004052425,0.0001118835,0.00001764314,0.0002018963,0.0001703228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003722869,"about_ca_system_score_gemma":0.00004617887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001517775,"about_ca_topic_score_gemma":6.231534e-8,"domain_scores_codex":[0.9990763,0.00005781116,0.000166966,0.0002308126,0.0002854034,0.0001826825],"domain_scores_gemma":[0.9986537,0.0007366996,0.00004924014,0.0001481259,0.00007032494,0.0003419392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001546049,0.0008194916,0.5345331,0.0007609313,0.0005228117,0.01209057,0.002919623,0.000005205383,0.001217336,0.01723827,0.01258669,0.41576],"study_design_scores_gemma":[0.0008121507,0.0001818387,0.06605215,0.00002115611,0.0002048466,0.0005613345,0.0002138881,0.000045401,0.0002151947,0.000002963495,0.9315723,0.0001168403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.903843,0.01516457,0.00005959365,0.07021151,0.000434368,0.0005896555,0.000002262432,0.0002251283,0.009469851],"genre_scores_gemma":[0.9935296,0.001165238,0.0007339155,0.003186651,0.0009021524,0.00001371748,0.000005938181,0.00002341872,0.0004393755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9189855,"threshold_uncertainty_score":0.4144275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02904821208939849,"score_gpt":0.3077741120144735,"score_spread":0.278725899925075,"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."}}