{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002029563,0.00005510507,0.00008130417,0.00009288334,0.000008262935,0.000003497221,0.00006644913,0.00008415691,0.0000152567],"category_scores_gemma":[0.0000307161,0.00005304023,0.00004585994,0.000153003,0.00002314454,0.000001556634,0.00003279143,0.00002772549,0.000003194537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008997848,"about_ca_system_score_gemma":0.000007539692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001781612,"about_ca_topic_score_gemma":0.001279501,"domain_scores_codex":[0.999548,0.00001474963,0.0001499153,0.0001325195,0.00005225103,0.0001025523],"domain_scores_gemma":[0.9997161,0.000005148273,0.00004187049,0.0001782694,0.00004087944,0.00001771022],"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":[0.00001648193,0.00002922409,0.002048865,0.000004580387,0.00001218721,0.000001272524,0.000006476544,0.000002171205,0.9906451,0.000002479724,0.0003837058,0.006847419],"study_design_scores_gemma":[0.0000937219,0.00008961106,0.00664632,0.00000352711,0.000007238521,0.000002015092,0.00002461001,0.0002303458,0.9899239,0.0000114458,0.002908322,0.0000589339],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855754,0.0002471071,0.00928186,0.00001030995,0.000007513547,0.00005810476,1.975567e-7,0.00006401907,0.004755538],"genre_scores_gemma":[0.9975227,0.00007758383,0.001717421,0.00003067465,0.000020115,0.000002546569,0.00001032276,0.000006781459,0.0006118289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01194737,"threshold_uncertainty_score":0.2162918,"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."}}