{"id":"W2397746403","doi":"10.1007/978-1-62703-038-0_8","title":"Computer-Aided Sperm Analysis (CASA) of Sperm Motility and Hyperactivation","year":2012,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Achieve Life Sciences (Canada)","funders":"","keywords":"Hyperactivation; Sperm; Motility; Semen; Oocyte; Sperm motility; Biology; Andrology; Semen analysis; Sperm washing; Sperm cell; Mucus; Anatomy; Cell biology; Embryo; Insemination; Medicine; Genetics; Infertility","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":[0.001033977,0.0001132637,0.0004358244,0.0003060483,0.00001657476,0.00000265538,0.00003653613,0.0001501491,0.0000767558],"category_scores_gemma":[0.0005811495,0.0000968993,0.0001087106,0.0005319979,0.0001004928,0.00002630306,0.00004473804,0.0001362316,0.000001604131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003521976,"about_ca_system_score_gemma":0.00001559242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001045562,"about_ca_topic_score_gemma":0.000002899292,"domain_scores_codex":[0.9986602,0.0005754989,0.0002748611,0.0002290115,0.00006776385,0.0001926786],"domain_scores_gemma":[0.9992639,0.0002394992,0.0000901153,0.0002659815,0.00006382222,0.00007665073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003246098,0.0001164961,0.5393515,0.0000195119,0.0001643533,0.000004673789,0.00007457588,0.00001658013,0.4370267,0.0005203381,9.947311e-7,0.02267179],"study_design_scores_gemma":[0.0005964125,0.0001780132,0.8703393,0.0000102786,0.000462511,0.00005710529,0.00002957647,0.005095619,0.122519,0.0004973146,0.0001324044,0.00008254733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5419478,0.0002654212,0.4573407,0.00005092934,0.00009543026,0.00009779166,0.000001292,0.000009526073,0.0001910266],"genre_scores_gemma":[0.5735773,0.00001054693,0.4262091,0.0001187706,0.00004556436,0.000003549071,0.0000236523,0.000005378739,0.000006108311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3309877,"threshold_uncertainty_score":0.3951439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0385129739328454,"score_gpt":0.4056824940635332,"score_spread":0.3671695201306878,"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."}}