{"id":"W3195970129","doi":"10.1007/978-3-030-66292-9_26","title":"Routine Application of CASA in Human Clinical Andrology and ART Laboratories","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Achieve Life Sciences (Canada)","funders":"","keywords":"Hyperactivation; Semen; Sperm; Biology; Sperm motility; Andrology; Population; Semen analysis; Motility; Anatomy; Cell biology; 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":[0.001791103,0.0008206422,0.0007241406,0.0025383,0.001158973,0.00313973,0.001809997,0.001555085,0.04073771],"category_scores_gemma":[0.002331003,0.0005453733,0.0007081757,0.001954929,0.001654075,0.001971514,0.002053473,0.002217473,0.02656282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053457,"about_ca_system_score_gemma":0.002588491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002543522,"about_ca_topic_score_gemma":0.007040519,"domain_scores_codex":[0.9988676,0.0002542816,0.00006722465,0.0001565339,0.0005959123,0.00005833358],"domain_scores_gemma":[0.9978836,0.001152743,0.00005457489,0.0002683666,0.0005224114,0.0001182131],"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":[0.00008112894,0.0001115945,0.001519228,0.0008699652,0.00001480802,0.0007435738,0.0005332312,0.000492949,0.008615755,0.05035586,0.1325269,0.8041351],"study_design_scores_gemma":[0.000005217669,0.00006707877,0.001380856,0.000360041,0.00001095779,0.00212466,0.0001862384,0.0003542009,0.004472517,0.009965965,0.9810447,0.00002777209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004451635,0.06440948,0.08000163,0.00513805,0.005954404,0.0004234709,0.0009668935,0.002182932,0.8364715],"genre_scores_gemma":[0.02829535,0.03757361,0.129229,0.003964451,0.002309317,0.0004260803,0.001020151,0.000938338,0.7962438],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04073771,"threshold_uncertainty_score":0.1362813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653101647325404,"score_gpt":0.3188290293844682,"score_spread":0.2922980129112142,"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."}}