{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001031633,0.0006319038,0.0006467846,0.002773712,0.000502763,0.0006660938,0.0006340188,0.0004778962,0.005148015],"category_scores_gemma":[0.001794729,0.0002231279,0.000433478,0.001661941,0.000430755,0.0003583673,0.0007548389,0.0006530405,0.0009752695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004463045,"about_ca_system_score_gemma":0.0007896108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001416503,"about_ca_topic_score_gemma":0.002731827,"domain_scores_codex":[0.9991373,0.0001434242,0.00008674165,0.0002397951,0.000340442,0.00005239372],"domain_scores_gemma":[0.9988568,0.0004182425,0.0001448837,0.0001417981,0.0003937461,0.00004445031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007624527,0.00007695242,0.008415234,0.001109448,0.0001483316,0.0002181499,0.0003873899,0.002030684,0.7570502,0.004244894,0.004349906,0.2212064],"study_design_scores_gemma":[0.00005630805,0.0007251587,0.08491741,0.00007808635,0.0002835885,0.002512091,0.0002165719,0.0802166,0.7924717,0.001744836,0.03652417,0.0002534741],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1999582,0.003273117,0.7692425,0.0002458694,0.0002327399,0.0009575609,0.006664314,0.009868779,0.009556815],"genre_scores_gemma":[0.3710577,0.001782396,0.6128556,0.0001416427,0.0000574078,0.001958408,0.00405235,0.0005118742,0.007582593],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005148015,"threshold_uncertainty_score":0.01722187,"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."}}