{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009851288,0.000247114,0.002061115,0.000264209,0.0001616545,0.00002767472,0.0001941198,0.0001148083,0.00004497738],"category_scores_gemma":[0.001007609,0.000129977,0.0002394435,0.000656337,0.0001168048,0.00007450162,0.000027749,0.001751145,8.810738e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005641881,"about_ca_system_score_gemma":0.002588638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000130276,"about_ca_topic_score_gemma":0.0001508105,"domain_scores_codex":[0.995082,0.0017669,0.001993286,0.0002412505,0.0006546953,0.0002619261],"domain_scores_gemma":[0.995308,0.001719161,0.002064467,0.0005247566,0.0002706889,0.0001129131],"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":[0.001147364,0.000358601,0.0002567377,0.004273179,0.0004950465,0.0002710501,0.002708874,0.0001385705,0.000005319346,0.004615116,0.007317533,0.9784126],"study_design_scores_gemma":[0.01287064,0.005643471,0.005742261,0.06214763,0.001932837,0.01270986,0.003688933,0.00005108261,0.000004602485,0.001540642,0.8932686,0.0003994296],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007543851,0.9728113,0.0004105839,0.02229901,0.0005932762,0.001006308,0.00005296774,0.000008152359,0.002063972],"genre_scores_gemma":[0.02013393,0.9774682,0.0006293389,0.000881224,0.0006779179,0.00000994488,0.00003194817,0.00002758744,0.0001399206],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9780132,"threshold_uncertainty_score":0.7607951,"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."}}