{"id":"W4286449031","doi":"10.1002/hsr2.727","title":"Factors predicting successful sperm retrieval in men with nonobstructive Azoospermia: A single center perspective","year":2022,"lang":"en","type":"article","venue":"Health Science Reports","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Sperm Retrieval; Azoospermia; Sperm; Perspective (graphical); Andrology; Medicine; Gynecology; Infertility; Biology; Computer science; Artificial intelligence; Pregnancy; Genetics","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":[0.001084139,0.0001660793,0.0003254337,0.0003647282,0.0006243967,0.00003502546,0.00008610898,0.00003139685,0.0001516121],"category_scores_gemma":[0.0003538433,0.0001286938,0.00004704062,0.001717068,0.0003018623,0.0003005503,0.0001178355,0.0004425937,9.805644e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003152145,"about_ca_system_score_gemma":0.001852199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001269442,"about_ca_topic_score_gemma":0.0001026024,"domain_scores_codex":[0.9969875,0.00003757516,0.0004331779,0.0007556715,0.001196518,0.0005895745],"domain_scores_gemma":[0.9986932,0.00003415323,0.000359054,0.0003514859,0.0002447334,0.0003174238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001333706,0.000249536,0.9933375,0.00002480211,0.000007790544,0.0006215003,0.004139549,0.00006460728,0.001165811,0.00005949139,0.00003435616,0.0001617304],"study_design_scores_gemma":[0.0007338572,0.001357286,0.9652126,0.00008787864,0.00001522028,0.005256153,0.02526715,0.0005037111,0.001146775,0.00009168847,0.0001784065,0.0001492947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862911,0.0001013487,0.0000273733,0.000869501,0.0004461156,0.0007748769,0.000003810066,0.00008149406,0.01140439],"genre_scores_gemma":[0.9993124,0.000003928304,0.0002043932,0.0002210603,0.00008647847,0.00001825455,0.00001265563,0.00001832224,0.0001224833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02812488,"threshold_uncertainty_score":0.824275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850840349433052,"score_gpt":0.3049392436841898,"score_spread":0.2764308401898593,"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."}}