{"id":"W3207049764","doi":"10.5534/wjmh.210149","title":"Sperm Vitality and Necrozoospermia: Diagnosis, Management, and Results of a Global Survey of Clinical Practice","year":2021,"lang":"en","type":"review","venue":"The World Journal of Men s Health","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"American Center for Reproductive Medicine, Cleveland Clinic; Cleveland Clinic","keywords":"Vitality; Sperm; Semen; Semen analysis; Spermatozoon; Sperm motility; Male infertility; Clinical Practice; Medicine; Pathological; Andrology; Infertility; Gynecology; Biology; Pathology; Family 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":[0.01419394,0.0002215611,0.002735967,0.00009299997,0.00005580249,0.00001550536,0.0001656552,0.0001125451,0.00001532173],"category_scores_gemma":[0.006644954,0.0001317878,0.0002969414,0.000590915,0.0001805926,0.00007149611,0.0001604382,0.0006668536,8.187926e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280185,"about_ca_system_score_gemma":0.0009408028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006686867,"about_ca_topic_score_gemma":0.0003182633,"domain_scores_codex":[0.9938475,0.002140932,0.003022569,0.0002512804,0.0005442168,0.0001935226],"domain_scores_gemma":[0.990897,0.003629181,0.004207115,0.0005360146,0.0004596406,0.0002710354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006547233,0.0005069487,0.02039954,0.01104823,0.001162437,0.0001722137,0.0000436842,1.13723e-7,1.418902e-8,0.0002881027,0.01314026,0.9525837],"study_design_scores_gemma":[0.002667609,0.0009316679,0.2284564,0.02420705,0.003587473,0.002088035,0.00011467,0.000001251476,1.720851e-7,0.00003935399,0.7377925,0.0001138511],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006313081,0.994154,0.00001058901,0.002481558,0.0003481828,0.0005956335,0.0001040926,0.000003376843,0.001671294],"genre_scores_gemma":[0.001115091,0.9966372,0.001508029,0.0003020873,0.0002476689,0.000002868135,0.00002932261,0.00001581109,0.0001419003],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9524699,"threshold_uncertainty_score":0.7955111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1435253057200921,"score_gpt":0.4836129355107022,"score_spread":0.3400876297906101,"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."}}