{"id":"W2799327244","doi":"10.1016/j.ajog.2018.04.060","title":"Prediction calculator for induction of labor: no Holy Grail yet!","year":2018,"lang":"en","type":"letter","venue":"American Journal of Obstetrics and Gynecology","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Holy Grail; Scopus; Induction of labor; Calculator; Nomogram; Labor induction; Population; Bishop score; Cohort; MEDLINE; Cervix; Pregnancy; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002772416,0.0001607797,0.0007460844,0.0005065184,0.00005716372,0.00001034172,0.00009760638,0.00030136,0.0001586036],"category_scores_gemma":[0.002173729,0.0001278242,0.000232827,0.0002837261,0.0003164524,0.00005336124,0.0000266098,0.0007306821,0.000005080658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226976,"about_ca_system_score_gemma":0.0002021707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005518462,"about_ca_topic_score_gemma":0.000001180999,"domain_scores_codex":[0.9984776,0.00007410358,0.0008147083,0.000167402,0.0002311189,0.0002350485],"domain_scores_gemma":[0.9960099,0.001178853,0.001343391,0.0001417278,0.001201565,0.0001245582],"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":[0.0004946842,0.0003226508,0.0191376,0.004298706,0.0007732185,0.0003996918,0.000260783,0.00000101961,0.000359856,0.00009849767,0.8112149,0.1626384],"study_design_scores_gemma":[0.00107073,0.01264178,0.02283063,0.0002232652,0.0001970792,0.0005563174,0.00005009566,0.00002591056,0.00004894822,0.0001130794,0.9621511,0.00009107569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8972967,0.001705135,0.0003346159,0.08709387,0.01209562,0.0004429214,0.0008484669,0.00001171273,0.0001709513],"genre_scores_gemma":[0.7124998,0.00415911,0.008356245,0.2415893,0.01340832,0.00007321528,0.0003542447,0.0001898017,0.01936999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1847969,"threshold_uncertainty_score":0.5212519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061831048112234,"score_gpt":0.3098804503552714,"score_spread":0.2792621398741491,"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."}}