{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002209546,0.0005140679,0.0005234922,0.00161131,0.000309461,0.0005741546,0.0008045806,0.0004348155,0.001561293],"category_scores_gemma":[0.004874869,0.0002778942,0.0004165731,0.0008028895,0.0005555332,0.0004604928,0.0006026993,0.0002818104,0.000753616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000427344,"about_ca_system_score_gemma":0.0004771115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007562613,"about_ca_topic_score_gemma":0.0009230637,"domain_scores_codex":[0.9962441,0.000867394,0.0002565489,0.0007873088,0.001723725,0.0001210436],"domain_scores_gemma":[0.9954236,0.001024442,0.001228089,0.0006655255,0.001560358,0.00009805854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007205107,0.000248713,0.122944,0.0007085752,0.0002356259,0.0002553313,0.0003950254,0.002957925,0.6166463,0.0004840894,0.001209433,0.2531945],"study_design_scores_gemma":[0.0001289972,0.003277239,0.4805848,0.0001952788,0.0004153141,0.004980885,0.0001930002,0.03635511,0.4646794,0.0008365492,0.008173662,0.0001797659],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8281732,0.003742205,0.1606539,0.0001366053,0.0001073318,0.000389557,0.0009266013,0.001492963,0.004377694],"genre_scores_gemma":[0.8974637,0.0008161939,0.0983026,0.00008200157,0.00006328455,0.0003285543,0.0009304631,0.0001316337,0.001881486],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002209546,"threshold_uncertainty_score":0.01168531,"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."}}