{"id":"W2582709257","doi":"10.14789/jmj.61.322","title":"Department of Obstetrics and Gynecology","year":2015,"lang":"en","type":"article","venue":"Juntendo Medical Journal","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":367,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obstetrics and gynaecology; Obstetrics; Medicine; Gynecology; Pregnancy; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004651519,0.0007161419,0.0008036971,0.001145076,0.001100557,0.001253903,0.001086883,0.0009485372,0.2559527],"category_scores_gemma":[0.003997644,0.00035158,0.0003623526,0.0007694982,0.0004455245,0.0003196305,0.0009660978,0.001679674,0.070489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002768823,"about_ca_system_score_gemma":0.004473881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01243317,"about_ca_topic_score_gemma":0.01632632,"domain_scores_codex":[0.9993218,0.00009209563,0.00004443573,0.0002072419,0.000218331,0.0001161039],"domain_scores_gemma":[0.9984327,0.000239424,0.0001070253,0.0001073076,0.0003685258,0.0007450682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001263046,0.0003779807,0.02725764,0.001592685,0.0001386498,0.01248262,0.0005200905,0.001039331,0.003964758,0.01205104,0.3081065,0.6312056],"study_design_scores_gemma":[0.0001853769,0.0004098111,0.04112788,0.001176686,0.00007622688,0.03064528,0.0006645144,0.001254527,0.001559838,0.005950233,0.9168573,0.00009220938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07132048,0.0804564,0.01494117,0.04699844,0.02036421,0.001207894,0.01987369,0.003862242,0.7409754],"genre_scores_gemma":[0.2751763,0.03685122,0.01817158,0.008947729,0.004595638,0.0004563476,0.005863402,0.0008284614,0.6491092],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7440473,"threshold_uncertainty_score":0.8562471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010967841794879,"score_gpt":0.3923719720621173,"score_spread":0.2912751878826294,"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."}}