{"id":"W1992282378","doi":"10.1016/j.fertnstert.2013.02.016","title":"Personalized prediction of first-cycle in vitro fertilization success","year":2013,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Ovarian function and disorders","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Fertility Centre","funders":"","keywords":"Predictive power; Live birth; Medicine; Statistics; Mathematics; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006062386,0.0003237579,0.0006733108,0.0006444247,0.0002001972,0.0005895167,0.0003555091,0.0005765012,0.002625638],"category_scores_gemma":[0.004188494,0.0001313384,0.0004137458,0.000471324,0.00009878486,0.0002924044,0.0002575645,0.0006154783,0.0005893099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002918569,"about_ca_system_score_gemma":0.0003660258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001688545,"about_ca_topic_score_gemma":0.002036339,"domain_scores_codex":[0.9996147,0.0001849597,0.00002671032,0.00008567615,0.00005328756,0.00003466925],"domain_scores_gemma":[0.9981161,0.001261908,0.0002829785,0.0001148741,0.000108632,0.0001154888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007248106,0.0002034311,0.9417101,0.0000505783,0.0002446528,0.0001119324,0.00004167907,0.005427672,0.0009925494,0.0002439379,0.001428397,0.04882031],"study_design_scores_gemma":[0.00007635214,0.0006753199,0.9147782,0.00004658268,0.0003724719,0.0008931732,0.00009550163,0.07734923,0.001889259,0.002143934,0.001647219,0.00003276844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824414,0.001711365,0.007651964,0.0008538264,0.00007782481,0.00005325139,0.003153834,0.0001872967,0.00386914],"genre_scores_gemma":[0.9965922,0.0002153515,0.001826557,0.00009495926,0.00003115244,0.00001277773,0.0008241919,0.000006409209,0.0003965056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002625638,"threshold_uncertainty_score":0.008783638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865552828388527,"score_gpt":0.2413827336694955,"score_spread":0.2227272053856102,"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."}}