{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001983585,0.00009053801,0.0002285202,0.00006247959,0.00004566847,0.00001373295,0.00002957565,0.00008931245,0.0008441697],"category_scores_gemma":[0.0001441243,0.00008081018,0.00004854614,0.0001556677,0.0001258182,0.0001902071,0.00002312855,0.00008306131,0.000007182672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003481565,"about_ca_system_score_gemma":0.00002522429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009013435,"about_ca_topic_score_gemma":0.0001245158,"domain_scores_codex":[0.999138,0.0000632638,0.000299849,0.0002284063,0.0001422127,0.0001282883],"domain_scores_gemma":[0.9995359,0.00003259728,0.00004607422,0.0001996745,0.00009782941,0.00008788212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02593728,0.0006203885,0.9567203,0.0006012385,0.00002434642,9.173081e-7,0.001065044,0.000004904432,0.006603905,0.00001013841,0.00007639697,0.008335147],"study_design_scores_gemma":[0.00186667,0.00008518247,0.985149,0.00002568498,0.00001632451,0.000001382706,0.0002850419,0.01078521,0.001107654,0.0003612418,0.0002685846,0.00004804744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964219,0.0001198676,0.000512984,0.0006074229,0.00008696051,0.0004434209,0.00002221926,0.00003725662,0.001747911],"genre_scores_gemma":[0.9995165,0.00001144952,0.00007870805,0.0001392158,0.000008661641,0.00002350855,0.00005150431,0.000004940803,0.0001654898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02842868,"threshold_uncertainty_score":0.9243066,"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."}}