{"id":"W4385616456","doi":"10.14740/jcgo876","title":"Prognostic Scoring and Outcome of Gestational Trophoblastic Disease Patients","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Gynecology and Obstetrics","topic":"Gestational Trophoblastic Disease Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gestational trophoblastic disease; Outcome (game theory); Obstetrics; Disease; Gynecology; Internal medicine; Pregnancy; Gestation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0004642665,0.00009971199,0.0005352093,0.0002815765,0.00005347787,0.000006072322,0.00004722272,0.00007214131,0.00001891146],"category_scores_gemma":[0.1029705,0.00007599386,0.000119894,0.0003241153,0.0002843627,0.00006285026,0.00006477204,0.0002548332,0.000007199516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001709832,"about_ca_system_score_gemma":0.0001942225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.799864e-7,"about_ca_topic_score_gemma":3.198352e-7,"domain_scores_codex":[0.9981021,0.00008588247,0.001164497,0.0001422762,0.000354641,0.0001505781],"domain_scores_gemma":[0.9789794,0.01940475,0.0005561351,0.00006756827,0.000640774,0.0003513674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003855355,0.000349323,0.9937593,0.0002232917,0.00012245,0.000211848,0.00002984079,0.00005533222,0.000001983747,0.0002819167,0.0001840069,0.004395163],"study_design_scores_gemma":[0.003321368,0.001240023,0.9929714,0.00008941776,0.0004364136,0.000008473694,0.00007315196,0.0003207413,5.007351e-7,0.001259677,0.0002195129,0.0000593675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976725,0.0005220207,0.00006552621,0.0005471808,0.000974085,0.0001437732,0.0000214976,0.000008095933,0.0000453308],"genre_scores_gemma":[0.9981309,0.0007481385,0.0007658895,0.0001501854,0.00008930014,0.000002796688,0.000006820589,0.000009191427,0.00009676933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1025063,"threshold_uncertainty_score":0.9045855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07283664145131502,"score_gpt":0.3868847194161585,"score_spread":0.3140480779648435,"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."}}