{"id":"W4284965727","doi":"10.1097/rd9.0000000000000010","title":"How fertility preservation guidelines have progressed worldwide: Potential implications and inspiration","year":2022,"lang":"en","type":"article","venue":"Reproductive and Developmental Medicine","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Guideline; Excellence; Medicine; MEDLINE; Family medicine; Fertility; Systematic review; China; Professional association; Medical education; Political science; Public relations; Population; Environmental health; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005842602,0.0001853904,0.0003028958,0.0002004024,0.0005788108,0.00001398133,0.0000712674,0.00006345115,0.00005471793],"category_scores_gemma":[0.001207976,0.0001517888,0.00002400898,0.0003684887,0.000460109,0.0002601949,0.0002579869,0.0003106069,6.943675e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000121247,"about_ca_system_score_gemma":0.000103711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002414833,"about_ca_topic_score_gemma":0.000005395322,"domain_scores_codex":[0.9982062,0.0000745246,0.0003450394,0.0008925198,0.0002909793,0.0001907165],"domain_scores_gemma":[0.9989883,0.00002758547,0.0001553555,0.000382921,0.0003599428,0.00008585018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001037243,0.0005204276,0.6101851,0.0002375479,0.0003642788,0.00005520441,0.002151483,0.000004150878,0.09384339,0.001658447,0.006631514,0.2833112],"study_design_scores_gemma":[0.001611389,0.0005255506,0.9692193,0.00009321285,0.0001353349,0.0006899132,0.00345834,0.00005443964,0.00663948,0.004739495,0.01263457,0.0001990094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8690645,0.006563929,0.001278043,0.1203606,0.0002125914,0.001387473,0.00001288935,0.0001780236,0.0009420601],"genre_scores_gemma":[0.9918281,0.0001183542,0.003933079,0.0004906195,0.0002245493,0.0003723885,0.0001427,0.00001749952,0.002872664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3590341,"threshold_uncertainty_score":0.6189767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06461176003984256,"score_gpt":0.3184748331368521,"score_spread":0.2538630730970095,"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."}}