{"id":"W2626488134","doi":"10.21037/tau.2017.05.38","title":"The quest of finding the perfect spermatozoon","year":2017,"lang":"en","type":"letter","venue":"Translational Andrology and Urology","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Spermatozoon; Computer science; Computational biology; Biology; Computer security; Anatomy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001187077,0.0003392172,0.0008677276,0.0004265966,0.001479668,0.0014031,0.000693427,0.01002815,0.003991287],"category_scores_gemma":[0.009473279,0.0001734659,0.0003565697,0.000327743,0.00226912,0.002627096,0.0009826472,0.01389366,0.004261424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128993,"about_ca_system_score_gemma":0.001027549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007030834,"about_ca_topic_score_gemma":0.001037954,"domain_scores_codex":[0.998979,0.0004233677,0.00009349145,0.0001064707,0.0002906303,0.000107207],"domain_scores_gemma":[0.9973742,0.001510946,0.000226941,0.0001158266,0.0003623824,0.0004096579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001107282,0.00007437387,0.004675383,0.0006742153,0.00003771407,0.04532734,0.0006470226,0.0001810256,0.001363178,0.02827771,0.7767232,0.1419082],"study_design_scores_gemma":[0.00003907651,0.0001248128,0.001164413,0.0008318276,0.00002691328,0.1368973,0.001065684,0.0003805283,0.000480669,0.03766093,0.8212852,0.00004267965],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002543902,0.04004562,0.001005868,0.9370942,0.01246938,0.00001312413,0.0000398802,0.0000451116,0.006742796],"genre_scores_gemma":[0.05388073,0.06742628,0.002630823,0.7776962,0.08794896,0.00004212703,0.0001063896,0.00004801776,0.01022052],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01002815,"threshold_uncertainty_score":0.01335216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02242478694524513,"score_gpt":0.2778804582562379,"score_spread":0.2554556713109927,"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."}}