{"id":"W362920211","doi":"10.1017/cbo9780511586002","title":"Maternal-Fetal Medicine","year":2007,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Variety (cybernetics); Maternal-fetal medicine; Perinatal medicine; Alternative medicine; Pregnancy; Obstetrics; Family medicine; Medical emergency; Obstetrics and gynaecology; Computer science; Pathology","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":[0.0001218917,0.000460785,0.0008228028,0.0003407174,0.0001583524,0.000006398074,0.0002690952,0.0004177826,0.00003755083],"category_scores_gemma":[0.00001807381,0.0004408091,0.0003040047,0.00002211104,0.0005616115,0.00003799128,0.0002312052,0.0006149136,0.0000475833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004160639,"about_ca_system_score_gemma":0.0002124491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000597485,"about_ca_topic_score_gemma":0.000009473357,"domain_scores_codex":[0.998206,0.00002533379,0.0002908006,0.0005201414,0.0005198118,0.0004378855],"domain_scores_gemma":[0.9986434,0.00004726461,0.0001712719,0.0005378849,0.0002937867,0.0003063777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004442932,0.00001838069,0.000101056,0.0005911623,0.000708854,0.003250212,0.0001292702,1.488984e-7,0.00009104991,0.08347753,0.906434,0.00475403],"study_design_scores_gemma":[0.001585718,0.0002223637,0.00185967,0.0007159083,0.001127828,0.0001439537,0.0001030979,0.000002979497,0.0002058005,0.000002263786,0.9936646,0.0003657883],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008273053,0.001055705,0.0001308902,0.00006613292,0.0010018,0.0004424269,0.0001147519,0.0002407302,0.9961203],"genre_scores_gemma":[0.001818439,0.0004550864,0.00006026405,0.00019529,0.001068083,6.111283e-7,0.0001349503,0.0000629286,0.9962044],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08723062,"threshold_uncertainty_score":0.9998044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926734432259708,"score_gpt":0.2446721121650362,"score_spread":0.2154047678424391,"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."}}