{"id":"W2883671003","doi":"10.21037/tau.2018.06.08","title":"The use of assisted reproductive technology before male factor infertility evaluation","year":2018,"lang":"en","type":"article","venue":"Translational Andrology and Urology","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; Western University; London Health Sciences Centre; University of Toronto","funders":"","keywords":"Infertility; Male infertility; Assisted reproductive technology; Medicine; Reproductive medicine; Gynecology; Biology; 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":[0.0004263926,0.0001057789,0.000241603,0.0001530683,0.0002315514,0.00000312032,0.0000609141,0.0003180105,0.0001102256],"category_scores_gemma":[0.0008937762,0.00006987788,0.00003691603,0.0002369902,0.002204318,0.00007292002,0.0000243109,0.0002487517,0.000005860682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000962585,"about_ca_system_score_gemma":0.000133021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001413614,"about_ca_topic_score_gemma":0.00009129483,"domain_scores_codex":[0.9988152,0.0001275615,0.0003056925,0.0003976447,0.0001340795,0.0002197844],"domain_scores_gemma":[0.9987195,0.0001964555,0.0001149992,0.0003627107,0.0005709404,0.00003536719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002410994,0.0001234639,0.8329762,0.0000259017,0.0001412203,0.000003556933,0.0002333736,0.000004967451,0.002398844,0.01584051,0.0001117377,0.1457292],"study_design_scores_gemma":[0.0008183969,0.001594461,0.9507106,0.000002548504,0.00008420195,0.0003800821,0.00001395039,0.0004922554,0.0009532798,0.03152629,0.01337528,0.0000486358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9581132,0.001276866,0.0003924923,0.03919984,0.0001497241,0.0005271649,0.00001459832,0.00005776324,0.0002683465],"genre_scores_gemma":[0.9986885,0.00005355533,0.0007332425,0.0002625531,0.00009465572,0.0000465854,0.00001937912,0.000005773109,0.00009579327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1456806,"threshold_uncertainty_score":0.8121901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0969743957730444,"score_gpt":0.3459379303507241,"score_spread":0.2489635345776797,"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."}}