{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006259036,0.0003655203,0.0005654945,0.001251927,0.0004760628,0.0007317659,0.0003729924,0.0005162944,0.002395689],"category_scores_gemma":[0.001970174,0.0002523274,0.0005188462,0.001057981,0.0002699196,0.0006528859,0.0003784416,0.0004726642,0.0002613086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001922972,"about_ca_system_score_gemma":0.0003401657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001955375,"about_ca_topic_score_gemma":0.002662749,"domain_scores_codex":[0.9996588,0.00009947153,0.00004460104,0.00007722525,0.0000587576,0.00006111968],"domain_scores_gemma":[0.9984906,0.0003892648,0.0006581326,0.00004861466,0.0001319323,0.0002815718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004964617,0.00001719067,0.9983191,0.000008001313,0.00003406672,0.0001234724,0.00001946608,0.00002723381,0.00007120742,0.000008518865,0.00005707126,0.001264916],"study_design_scores_gemma":[0.0000100688,0.00025568,0.9972951,0.00002674942,0.0000907914,0.001213511,0.0003486573,0.0004453826,0.00009535595,0.00003315605,0.0001776894,0.000007894049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977163,0.001527846,0.000132195,0.0001312295,0.00001235985,0.000007531397,0.000138618,0.000004928919,0.0003289932],"genre_scores_gemma":[0.9993948,0.0002936465,0.00009198253,0.00001920399,0.00003648248,0.000002424961,0.0001166654,0.00000106578,0.00004380412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002395689,"threshold_uncertainty_score":0.008014381,"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."}}