{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001836495,0.0003117869,0.0004388773,0.003931818,0.0003796348,0.0008311155,0.0003220976,0.0004708486,0.001254312],"category_scores_gemma":[0.005145723,0.0001844848,0.0004076734,0.004612823,0.0005760245,0.001304439,0.001076296,0.0004672412,0.0004818116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005270804,"about_ca_system_score_gemma":0.0005883152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002447933,"about_ca_topic_score_gemma":0.002209678,"domain_scores_codex":[0.9983438,0.0004882427,0.0003434922,0.0002844743,0.0003921166,0.0001478599],"domain_scores_gemma":[0.9957345,0.0006051937,0.001921742,0.0001345326,0.001175943,0.0004280409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004442957,0.00003484265,0.9792145,0.0002440089,0.00004482516,0.0002193498,0.001022938,0.00006462097,0.0002012773,0.00007849696,0.001718134,0.01711248],"study_design_scores_gemma":[0.000002852146,0.00014016,0.9904084,0.0002089125,0.00003785752,0.002123103,0.002416989,0.0001327921,0.00009226972,0.00006844471,0.004350621,0.00001750013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9597905,0.02324135,0.001278313,0.002317378,0.0001071457,0.0001353428,0.006074893,0.0001064058,0.00694887],"genre_scores_gemma":[0.9816254,0.01090927,0.001983714,0.0006649978,0.0001246329,0.000105693,0.003576545,0.00002270787,0.000986893],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003931818,"threshold_uncertainty_score":0.009712398,"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."}}