{"id":"W2142001546","doi":"10.1109/crv.2007.11","title":"Automated Detection of Mitosis in Embryonic Tissues","year":2007,"lang":"en","type":"article","venue":"","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mitosis; Computer science; Embryonic stem cell; Cell biology; Biology; Gene; 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":[0.0004477456,0.0003092256,0.0004188412,0.001476995,0.0002470854,0.0005005265,0.0004832923,0.0004187689,0.001086515],"category_scores_gemma":[0.00129732,0.0002382056,0.0002076822,0.0005166873,0.0002157802,0.0004920646,0.0003162379,0.0002378277,0.0006854365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002752127,"about_ca_system_score_gemma":0.0002823252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006405193,"about_ca_topic_score_gemma":0.001179839,"domain_scores_codex":[0.9996504,0.0000519159,0.00002469814,0.0001081422,0.0001324867,0.00003241442],"domain_scores_gemma":[0.9992179,0.0002847793,0.0001293925,0.00009930939,0.0002372797,0.00003142793],"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":[0.0002954253,0.00005528355,0.00998006,0.0001627419,0.00003854423,0.0001109605,0.00009604409,0.005088524,0.6398393,0.0006827399,0.0008493692,0.3428011],"study_design_scores_gemma":[0.00004107261,0.0003492248,0.08892887,0.00003190884,0.00004621742,0.001518609,0.0001198255,0.2553865,0.6434524,0.0012773,0.008785284,0.00006284215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5131519,0.001118584,0.4804079,0.00009173063,0.00005145396,0.0001197331,0.0004257196,0.002756618,0.001876283],"genre_scores_gemma":[0.5171695,0.0005334511,0.4790242,0.00004186348,0.00002056075,0.00008114242,0.0008398513,0.0001200562,0.002169429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001476995,"threshold_uncertainty_score":0.003634691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004630781766045885,"score_gpt":0.2721536820070146,"score_spread":0.2675229002409687,"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."}}