{"id":"W4391432410","doi":"10.1007/978-3-031-52730-2_3","title":"Robotic Sperm Immobilization","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sperm; Computer science; 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":[0.0001221626,0.0009559956,0.0004413558,0.0004866685,0.0005175274,0.000716751,0.0008376357,0.0007738578,0.07678397],"category_scores_gemma":[0.00016574,0.0003146041,0.0004918184,0.0004479472,0.0003631744,0.0007858369,0.001142392,0.0008463576,0.03159573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002759579,"about_ca_system_score_gemma":0.0003975987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005979579,"about_ca_topic_score_gemma":0.001811846,"domain_scores_codex":[0.9998988,0.000008042978,0.000003098012,0.00002187046,0.00005905273,0.000009227962],"domain_scores_gemma":[0.999965,0.0000101487,0.000003088247,0.000008121391,0.000008608072,0.000005068955],"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":[0.00005814005,0.00007299695,0.0001325433,0.0005193757,0.00001384452,0.0003349629,0.0001073875,0.00313659,0.02153501,0.02567311,0.132364,0.816052],"study_design_scores_gemma":[0.000005879373,0.0001029289,0.0007056122,0.0002045209,0.00001296768,0.00189134,0.00004428731,0.001838483,0.006102947,0.005521467,0.9835461,0.00002341484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003468485,0.02005409,0.111497,0.0008138791,0.002577818,0.00009485787,0.0003638803,0.001979528,0.8591504],"genre_scores_gemma":[0.009769789,0.009498756,0.01563276,0.0004198701,0.0003479491,0.00006198431,0.0002848857,0.0002212239,0.9637628],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07678397,"threshold_uncertainty_score":0.2568679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0365630631917996,"score_gpt":0.2540635080805162,"score_spread":0.2175004448887166,"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."}}