{"id":"W7068938482","doi":"","title":"Page 227","year":2011,"lang":"en","type":"article","venue":"Pittsburg State University Digital Commons (Pittsburg State University)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ledger; Period (music); Register (sociolinguistics); Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001538729,0.0005587302,0.0004885821,0.0008269499,0.0004215854,0.0001236146,0.001320489,0.0002115195,0.0001377168],"category_scores_gemma":[0.0000488075,0.0007042574,0.0005032498,0.001032275,0.0005708042,0.0002115436,0.001238275,0.0003637398,0.00008470008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002142193,"about_ca_system_score_gemma":0.0001808573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004539069,"about_ca_topic_score_gemma":0.0002911315,"domain_scores_codex":[0.9973222,0.0001692851,0.0003142691,0.00102746,0.000335251,0.0008315117],"domain_scores_gemma":[0.9975958,0.00004520384,0.0002838876,0.001226762,0.0003693404,0.000479034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0131991,0.008975976,0.2780182,0.0004722064,0.00901773,0.02519106,0.01038319,0.0004408327,0.2634145,0.01176373,0.2729334,0.1061901],"study_design_scores_gemma":[0.002223482,0.0008723929,0.006206261,0.00004768456,0.0002941488,0.00004919406,0.002878339,0.00005345262,0.03546488,0.001905291,0.9482198,0.001785061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7956792,0.00009935781,0.04034109,0.00007090538,0.00007812312,0.0005216181,0.0002860066,0.0004556338,0.1624681],"genre_scores_gemma":[0.9571412,0.0007491186,0.0004558572,0.00009062475,0.0000343882,4.174908e-7,0.0003036825,0.00007033225,0.04115435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6752864,"threshold_uncertainty_score":0.9995409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228799432239546,"score_gpt":0.1910460826898454,"score_spread":0.1787580883674499,"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."}}