{"id":"W3175131791","doi":"10.5534/wjmh.210054","title":"Sperm Morphology Assessment in the Era of Intracytoplasmic Sperm Injection: Reliable Results Require Focus on Standardization, Quality Control, and Training","year":2021,"lang":"en","type":"review","venue":"The World Journal of Men s Health","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"American Center for Reproductive Medicine, Cleveland Clinic; Cleveland Clinic","keywords":"Sperm; Standardization; Semen analysis; Intracytoplasmic sperm injection; Sperm quality; Quality assurance; Fertility; Semen; Medicine; Male fertility; Male infertility; Gynecology; Biology; Andrology; Infertility; Computer science; Pathology; Pregnancy; External quality assessment; Population","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001979764,0.0007585142,0.001783803,0.003823788,0.0003928113,0.001630143,0.001205397,0.001340898,0.002269181],"category_scores_gemma":[0.003455902,0.0002644163,0.0007113032,0.002410969,0.001058273,0.001727626,0.0007402879,0.002177234,0.001040261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008280326,"about_ca_system_score_gemma":0.002023143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002248589,"about_ca_topic_score_gemma":0.003815286,"domain_scores_codex":[0.9990571,0.0002252999,0.0001674814,0.0001203426,0.0003925124,0.00003723915],"domain_scores_gemma":[0.9978224,0.001262134,0.0002403602,0.00004702082,0.0005638671,0.00006421476],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005286359,0.00004236826,0.0007403987,0.01961301,0.0001309749,0.0002743803,0.00008262041,0.0001954841,0.0008665773,0.002091575,0.0173899,0.9585197],"study_design_scores_gemma":[0.00002637577,0.0002050166,0.006460327,0.02430158,0.000532188,0.006947862,0.0003062389,0.0002655106,0.001204698,0.003585908,0.9561027,0.00006163344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009713123,0.998503,0.0001639497,0.0004877372,0.0001939976,0.000005896481,0.00001250567,0.000006273175,0.0005295764],"genre_scores_gemma":[0.0009580571,0.9979621,0.0003746789,0.0002376775,0.0002214884,0.000006064521,0.00002413134,0.000001985814,0.0002136961],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9980202,"threshold_uncertainty_score":0.01047015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0699561531752133,"score_gpt":0.4104085177226324,"score_spread":0.3404523645474191,"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."}}