{"id":"W4213327871","doi":"10.1017/9781009181648.009","title":"Sperm Preparation","year":2022,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Achieve Life Sciences (Canada)","funders":"","keywords":"Semen; Sperm; Standardization; Robustness (evolution); Computer science; Biomedical engineering; Biology; Andrology; Medicine","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":[0.000601563,0.001313032,0.001311452,0.002090079,0.001252086,0.001119618,0.001323084,0.0008932264,0.09295276],"category_scores_gemma":[0.0006805453,0.0006164731,0.0006390212,0.001644492,0.0005438845,0.001040501,0.001502504,0.002173165,0.07727668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004210683,"about_ca_system_score_gemma":0.0008833648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007684822,"about_ca_topic_score_gemma":0.00162197,"domain_scores_codex":[0.999584,0.00004479514,0.00004019924,0.00010786,0.0001970334,0.00002614311],"domain_scores_gemma":[0.9998456,0.00003117992,0.000009591346,0.0000258954,0.0000666324,0.0000211151],"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":[0.0003785312,0.0002892414,0.0006003731,0.004728145,0.00006334225,0.001644863,0.0004319523,0.001475354,0.2403702,0.04029049,0.1492893,0.560438],"study_design_scores_gemma":[0.00001909163,0.0001602466,0.0007236795,0.0003227938,0.00001791732,0.001250858,0.00005650631,0.0001998091,0.0215257,0.003546046,0.9721496,0.00002762963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01046881,0.15328,0.176514,0.002876775,0.007057212,0.004472539,0.0194406,0.005872374,0.6200178],"genre_scores_gemma":[0.02770965,0.07907754,0.1411816,0.003410778,0.001088801,0.00210347,0.02451354,0.001612288,0.7193022],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09295276,"threshold_uncertainty_score":0.310958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02395458560058557,"score_gpt":0.2167594791548067,"score_spread":0.1928048935542211,"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."}}