{"id":"W3136381441","doi":"10.1111/andr.13002","title":"Automated motility and morphology measurement of live spermatozoa","year":2021,"lang":"en","type":"article","venue":"Andrology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; CReATe Fertility Centre; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Morphology (biology); Motility; Andrology; Biology; Cell biology; Zoology; Medicine","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":[0.0001246017,0.00005634004,0.0002076879,0.00003031567,0.00001740659,0.000001273697,0.00001302933,0.00008857033,0.0003695144],"category_scores_gemma":[0.0002090547,0.00004922165,0.00003045641,0.00006030141,0.00008425824,0.000009252916,0.00002266863,0.00006429855,0.00002113401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001389007,"about_ca_system_score_gemma":0.00006434192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004030022,"about_ca_topic_score_gemma":0.00001678336,"domain_scores_codex":[0.9994704,0.00005305775,0.0001330614,0.0001491175,0.00009075496,0.0001036248],"domain_scores_gemma":[0.999558,0.00002602906,0.00003265854,0.0001415865,0.0001936941,0.00004805839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001844515,0.0003718994,0.7543784,0.0001513486,0.0002194849,0.0007763055,0.0002640891,0.000006061598,0.2392032,0.0003107487,0.001940895,0.002193095],"study_design_scores_gemma":[0.001414514,0.000383233,0.9620948,0.00001831183,0.0001525286,0.002761022,0.00005906557,0.001796663,0.03047215,0.0001757651,0.0006263021,0.00004563051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969581,0.0009385589,0.00007061528,0.0007148096,0.00014043,0.000071209,0.000002104493,0.00006160214,0.001042612],"genre_scores_gemma":[0.9991472,0.00004644724,0.0002494,0.0004731988,0.00002801349,0.000002861227,0.00001237075,0.000004474703,0.00003606614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2087311,"threshold_uncertainty_score":0.4045924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467871151654028,"score_gpt":0.2581541489949967,"score_spread":0.2334754374784564,"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."}}