{"id":"W4416815529","doi":"10.1093/humrep/deaf212","title":"Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility","year":2025,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"World Health Organization","keywords":"Guideline; Infertility; Warranty; MEDLINE; Female infertility","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":[0.000444415,0.00007135041,0.0001524908,0.00003893677,0.0003051893,0.000008499323,0.00004494426,0.00003926083,0.00002472705],"category_scores_gemma":[0.0009345785,0.00003797911,0.00005366974,0.0001341445,0.0001362866,0.00003145423,0.00002216803,0.00005241135,4.526744e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005124678,"about_ca_system_score_gemma":0.00004686688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004011955,"about_ca_topic_score_gemma":0.0001323047,"domain_scores_codex":[0.9991462,0.00003930926,0.0003347206,0.0003455829,0.00005511694,0.00007911202],"domain_scores_gemma":[0.9986678,0.0001653254,0.0001135971,0.0008273235,0.0002139661,0.00001200426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000197341,0.0005436715,0.1858976,0.00006985431,0.0002311883,1.02985e-7,0.0004657416,0.00000412091,0.001137624,0.005714878,0.06086788,0.74487],"study_design_scores_gemma":[0.0007214214,0.0004241157,0.5207859,0.00006386818,0.0002229563,0.000001520832,0.0004903202,0.00001757496,0.02008752,0.0219728,0.4351749,0.0000370961],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7823693,0.01263074,0.00195286,0.1995357,0.000395253,0.002794878,0.00002184873,0.00009306987,0.0002064405],"genre_scores_gemma":[0.9910572,0.00390882,0.001434371,0.0002337486,0.0004416971,0.0009825372,0.0001108646,0.000006997305,0.001823773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7448329,"threshold_uncertainty_score":0.23473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079104647982574,"score_gpt":0.4161838992247598,"score_spread":0.3082734344265025,"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."}}