{"id":"W2079175854","doi":"10.1016/j.theriogenology.2011.06.019","title":"Automated sperm head morphology analyzer for open-source software","year":2011,"lang":"en","type":"article","venue":"Theriogenology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada; Mount Allison University; University of Ottawa; University of Windsor","funders":"","keywords":"Sperm; Spark plug; Head (geology); Semen; Biology; Sperm motility; Semen analysis; Anatomy; Physics; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00227576,0.00191004,0.001886598,0.004780235,0.001341259,0.002013906,0.002036076,0.001340583,0.09747013],"category_scores_gemma":[0.006590252,0.001704352,0.001384576,0.00226944,0.0004846832,0.002058068,0.002180183,0.001483706,0.02127404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009248331,"about_ca_system_score_gemma":0.00174417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001642999,"about_ca_topic_score_gemma":0.003549614,"domain_scores_codex":[0.9981943,0.0001449974,0.0003655402,0.0006423178,0.000516384,0.0001364086],"domain_scores_gemma":[0.9951171,0.001754303,0.0003934932,0.0006523105,0.001858183,0.0002246469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002188279,0.0003933,0.01948343,0.00167878,0.0005544039,0.0007191221,0.001040094,0.002922285,0.1442702,0.007486003,0.1716058,0.6476582],"study_design_scores_gemma":[0.0006226454,0.0005164836,0.06533944,0.0004940043,0.0006203433,0.004244153,0.0003339818,0.2196476,0.3723932,0.01271065,0.3223665,0.0007111756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.03562808,0.0004409734,0.5787923,0.0002552317,0.000284503,0.001283829,0.01976592,0.3491951,0.01435415],"genre_scores_gemma":[0.08392891,0.000372365,0.7951319,0.0004956883,0.0001485448,0.004679521,0.03087742,0.05196657,0.03239908],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.09747013,"threshold_uncertainty_score":0.3260701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06119602085685634,"score_gpt":0.3025438371241659,"score_spread":0.2413478162673096,"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."}}