{"id":"W4403772024","doi":"10.1016/b978-0-443-22132-3.00016-2","title":"Reproductive medicine and AI","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Queen's University; Ottawa Hospital; Kingston Health Sciences Centre; University of Ottawa","funders":"","keywords":"Reproductive medicine; Biology; Pregnancy","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":[0.0003189463,0.0009233904,0.0004963029,0.001448393,0.00105928,0.002665849,0.0005971376,0.001500386,0.2767724],"category_scores_gemma":[0.0006734036,0.0003185403,0.0003455339,0.001328326,0.0009404653,0.001661534,0.001823149,0.002110083,0.1395679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009012454,"about_ca_system_score_gemma":0.001125626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00266731,"about_ca_topic_score_gemma":0.007726934,"domain_scores_codex":[0.999846,0.00002791355,0.000005873097,0.00002754444,0.00007428564,0.00001846792],"domain_scores_gemma":[0.9998558,0.00005569032,0.000007057612,0.0000174083,0.00002887306,0.00003526831],"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":[0.00002012191,0.00006055418,0.0001815734,0.0002795613,0.000006388855,0.0001370926,0.0003167497,0.0002555689,0.0007893358,0.05791759,0.4194848,0.5205507],"study_design_scores_gemma":[0.000001973301,0.000007689885,0.0001427867,0.0001595658,0.000001702431,0.000146187,0.00005244393,0.00004316973,0.00005531344,0.004792159,0.9945944,0.000002685668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003214212,0.03121048,0.001171855,0.001869829,0.00219207,0.00002938721,0.0000976197,0.0001162462,0.9629911],"genre_scores_gemma":[0.001172379,0.01054583,0.0006246383,0.0008289627,0.000514625,0.00002740209,0.00005804537,0.00003350625,0.9861947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2767724,"threshold_uncertainty_score":0.9258958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02997277330140097,"score_gpt":0.2994991372503944,"score_spread":0.2695263639489934,"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."}}