{"id":"W4416784590","doi":"10.1016/j.fertnstert.2025.11.014","title":"Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility","year":2025,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"UNICEF; World Health Organization","keywords":"Guideline; Infertility; Scope (computer science); Health care; Fertility; Professional association; Work (physics); Reproductive health","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":[0.0005432877,0.0000930709,0.0002499735,0.00001620329,0.0002344791,0.00001210539,0.000056201,0.00006205568,0.00002735075],"category_scores_gemma":[0.001015908,0.00004704509,0.00006211725,0.00009268644,0.0002966266,0.00004106907,0.00005640054,0.00005962816,1.537642e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003532629,"about_ca_system_score_gemma":0.0000758682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008504183,"about_ca_topic_score_gemma":0.0006080869,"domain_scores_codex":[0.9990653,0.0000864623,0.0004022372,0.0002836809,0.00005421468,0.0001081443],"domain_scores_gemma":[0.9984069,0.0007344467,0.00006919797,0.0006050842,0.000154475,0.00002988695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00458941,0.0003789451,0.594245,0.0001152889,0.0001133347,6.849014e-8,0.0003182836,1.111321e-7,0.0000420929,0.0001095896,0.001672759,0.3984151],"study_design_scores_gemma":[0.0006595867,0.0002667616,0.9192743,0.00004064954,0.0001118612,2.041426e-7,0.0002981867,0.0001133926,0.001316813,0.01074486,0.06714544,0.00002796293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9239329,0.007596063,0.00229676,0.06422871,0.00009503403,0.001560978,0.000177291,0.00003081598,0.00008143356],"genre_scores_gemma":[0.9969323,0.001460094,0.0006287695,0.0004147529,0.00002164764,0.0003715429,0.00004419236,0.00000223988,0.0001244305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3983872,"threshold_uncertainty_score":0.1918443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08966809104620434,"score_gpt":0.3915661516166051,"score_spread":0.3018980605704008,"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."}}