{"id":"W4409775012","doi":"10.1007/978-3-031-70126-9_4","title":"Photomicrographic Glossary of the Features of Bovine Sperm Cell Abnormalities","year":2025,"lang":"en","type":"article","venue":"Advances in anatomy, embryology and cell biology","topic":"Animal Genetics and Reproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Saskatchewan","funders":"","keywords":"Glossary; Sperm; Biology; Genetics; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001459256,0.0001233271,0.0002180386,0.00008615707,0.00004886807,0.000001635852,0.0001948904,0.0002380209,0.00000684481],"category_scores_gemma":[0.00002350563,0.0000896643,0.00007566495,0.0001661243,0.0008559965,0.00000348127,0.000164723,0.0001245694,2.083753e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003251119,"about_ca_system_score_gemma":0.00004351586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003956489,"about_ca_topic_score_gemma":0.000128941,"domain_scores_codex":[0.9991244,0.0001096576,0.0002561905,0.00030849,0.00002754699,0.0001736865],"domain_scores_gemma":[0.9994678,0.00002336787,0.0001731943,0.0002681162,0.00005143742,0.00001604486],"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":[0.0002399,0.00009922326,0.1399235,0.0001522233,0.00002520303,8.707247e-7,0.00003613294,0.00002822127,0.8543968,0.002638031,0.0001385802,0.002321348],"study_design_scores_gemma":[0.0005595881,0.0003449477,0.04952237,0.00001704175,0.00002257311,0.000009282266,0.0002635612,0.000004992914,0.9001557,0.002346326,0.04664,0.000113589],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9174565,0.07293171,0.00003944318,0.000106232,0.0003302816,0.000123396,0.00001522304,0.000002769401,0.008994426],"genre_scores_gemma":[0.9811975,0.0174368,0.0001052861,0.0001944538,0.00003481597,0.000007139584,0.00001663078,0.000005105978,0.001002257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09040109,"threshold_uncertainty_score":0.3656404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001942608354845027,"score_gpt":0.2353988163539601,"score_spread":0.2334562079991151,"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."}}