{"id":"W3037737439","doi":"10.1097/01.aoa.0000463611.66221.63","title":"Brief Review","year":2015,"lang":"en","type":"article","venue":"Obstetric Anesthesia Digest","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Login; Medicine; Internet privacy; Logo (programming language); World Wide Web; Medical emergency; Computer security; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001735626,0.000132693,0.0003444939,0.00007549268,0.00003199232,0.00001092735,0.000094697,0.00006722441,0.0001136363],"category_scores_gemma":[0.0002466849,0.00009786768,0.00007976929,0.0004851936,0.00003378645,0.00006050491,0.00001457035,0.0001329961,0.0009137205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007989464,"about_ca_system_score_gemma":0.0001468777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001079979,"about_ca_topic_score_gemma":9.704772e-7,"domain_scores_codex":[0.9989116,0.00003613037,0.0002489361,0.0001980437,0.0003633567,0.0002419786],"domain_scores_gemma":[0.9989414,0.00005014749,0.00006895481,0.0003107518,0.0001698236,0.0004589783],"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":[0.0003702073,0.0008898496,0.5915583,0.01657656,0.00008085313,0.01565798,0.0005197403,0.000001061768,0.0000488431,0.00728712,0.1386274,0.2283821],"study_design_scores_gemma":[0.0007059675,0.0003541899,0.07148971,0.001905425,0.00006873385,0.004258683,0.00005053625,0.000007106263,0.00006332217,0.00006316631,0.9208723,0.0001608812],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3025125,0.4476815,0.0000177999,0.04225821,0.0004408647,0.001812416,0.000004460218,0.0005172841,0.204755],"genre_scores_gemma":[0.9529927,0.0092755,0.0002061739,0.01623906,0.0002362149,0.00002664488,0.00003765848,0.00003655607,0.02094947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7822449,"threshold_uncertainty_score":0.9998642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05188587172852487,"score_gpt":0.3048726480851398,"score_spread":0.2529867763566149,"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."}}