{"id":"W4409468232","doi":"10.1093/humrep/deaf039","title":"A core outcome set for future male infertility research: development of an international consensus","year":2025,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"CReATe Fertility Centre; St. Thomas Hospital","funders":"Norgine; European Society of Human Reproduction and Embryology; Gedeon Richter; World Health Organization; Bundesministerium für Bildung und Forschung; Urology Foundation; UK Research and Innovation; University of Dundee; Deutsche Forschungsgemeinschaft","keywords":"Infertility; Medicine; Delphi method; Clinical trial; Randomized controlled trial; Outcome (game theory); Psychological intervention; Family medicine; Set (abstract data type); Male infertility; Gynecology; Psychology; Pregnancy; Psychiatry; Surgery; Computer science; Internal medicine","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":[0.00778606,0.00006160601,0.0001152325,0.0003074743,0.0006938171,0.00004750576,0.0003811858,0.0001040701,0.0001353827],"category_scores_gemma":[0.001943945,0.00006447907,0.00003893926,0.0003904019,0.000433444,0.00009367063,0.0001043082,0.0002134948,0.000004624138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003024882,"about_ca_system_score_gemma":0.0003741698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003790219,"about_ca_topic_score_gemma":0.001499788,"domain_scores_codex":[0.9981066,0.0002333997,0.0003607087,0.0004370309,0.0006224564,0.0002398052],"domain_scores_gemma":[0.9981579,0.0001073378,0.00007992435,0.0004761087,0.001130523,0.00004826447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009181175,0.001302126,0.2646401,0.0006091824,0.0002042414,0.00001327461,0.05949315,0.00002257215,0.0338297,0.3591568,0.04373109,0.2360796],"study_design_scores_gemma":[0.0006373301,0.0001469226,0.2857777,0.0000791351,0.00001127454,0.000005421371,0.02848042,0.00004851951,0.02516742,0.05821892,0.601181,0.0002458874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793867,0.00002610176,0.0001839922,0.004317125,0.000699767,0.0009493759,0.00001096164,0.00009448599,0.01433149],"genre_scores_gemma":[0.9831436,0.000004159943,0.00784649,0.00001376841,0.0004630003,0.000158105,0.00003373215,0.000006345021,0.008330816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5574499,"threshold_uncertainty_score":0.5336351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6651833956818629,"score_gpt":0.6098928549724264,"score_spread":0.05529054070943651,"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."}}