{"id":"W2147411254","doi":"10.4187/respcare.03223","title":"The Necessity of Histology","year":2014,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Histology; Pathology","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":[0.006830369,0.0004771015,0.0006261321,0.002476119,0.0008457546,0.002323148,0.001112267,0.001465802,0.008794474],"category_scores_gemma":[0.01474698,0.0004812598,0.0005818906,0.0006018445,0.001819328,0.003311214,0.001094914,0.002647121,0.006907098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006266583,"about_ca_system_score_gemma":0.001179058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001977243,"about_ca_topic_score_gemma":0.003455837,"domain_scores_codex":[0.9977932,0.0006543328,0.0002739683,0.00025437,0.0007922937,0.0002318525],"domain_scores_gemma":[0.9876692,0.004164296,0.0005630958,0.002277415,0.004354929,0.000970988],"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":[0.0009439783,0.0001773455,0.1137245,0.001850591,0.000185735,0.02675411,0.0009999136,0.001144413,0.03780523,0.0283901,0.1119974,0.6760266],"study_design_scores_gemma":[0.00008104699,0.0004102973,0.06668793,0.003642613,0.00025938,0.2206298,0.003343154,0.003386128,0.01444056,0.0402391,0.6467136,0.0001664349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.197588,0.1711343,0.1999713,0.1557703,0.03079259,0.0007861907,0.002147688,0.003208726,0.2386009],"genre_scores_gemma":[0.7039977,0.06509656,0.1426504,0.04126526,0.01493425,0.0002279502,0.002279366,0.001087276,0.02846124],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.008794474,"threshold_uncertainty_score":0.03612286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006320190824343067,"score_gpt":0.2372125514397106,"score_spread":0.2308923606153675,"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."}}