{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003992191,0.0002031979,0.000422451,0.00008081787,0.0007331364,0.000006948389,0.000256285,0.001228693,0.00006757856],"category_scores_gemma":[0.0001132444,0.0001066776,0.0001320738,0.00004045781,0.002713559,0.00003076563,0.00003833095,0.002111195,0.00001210932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004352257,"about_ca_system_score_gemma":0.0001019814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007271647,"about_ca_topic_score_gemma":0.000009736558,"domain_scores_codex":[0.9987362,0.0002040155,0.0002809654,0.0003729585,0.0001242907,0.0002815822],"domain_scores_gemma":[0.9983856,0.0007257277,0.0002368121,0.0005538114,0.00007941083,0.00001861797],"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":[0.003589497,0.000244821,0.1827063,0.0008825604,0.004671433,0.001510208,0.001268215,0.00001438031,0.0007672859,0.06882741,0.692812,0.0427059],"study_design_scores_gemma":[0.0009772076,0.0005201242,0.08794527,0.0000396817,0.0006723413,0.003634707,0.000006463192,0.00004610348,0.000114763,0.0208876,0.8849965,0.0001592198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01848176,0.01260992,0.00006602229,0.962039,0.0005042754,0.0003455319,0.00002256131,0.00003382866,0.005897086],"genre_scores_gemma":[0.9108598,0.0009190677,0.00003772336,0.08411931,0.00125391,0.00004777796,0.0001279807,0.00002502107,0.002609391],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.892378,"threshold_uncertainty_score":0.9998222,"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."}}