{"id":"W4307729135","doi":"10.1016/j.carpath.2022.107492","title":"Myocarditis and endomyocardial biopsy: achieving consensus diagnosis on 100 cases","year":2022,"lang":"en","type":"article","venue":"Cardiovascular Pathology","topic":"Viral Infections and Immunology Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Myocarditis; Medicine; Medical diagnosis; Endomyocardial biopsy; Biopsy; Internal medicine; Cardiology; Histopathology; Radiology; 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":[0.01513275,0.001025038,0.001274373,0.004224003,0.001830597,0.001892641,0.002153865,0.002898364,0.001573743],"category_scores_gemma":[0.03547709,0.001046132,0.0008994627,0.001868447,0.001475083,0.001881095,0.004240969,0.0008636003,0.00105402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009137086,"about_ca_system_score_gemma":0.00132996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001406003,"about_ca_topic_score_gemma":0.002467511,"domain_scores_codex":[0.9875613,0.00363096,0.002274245,0.001564971,0.003397433,0.001570944],"domain_scores_gemma":[0.9848174,0.006684917,0.0008663744,0.002547164,0.004219387,0.00086473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001250527,0.0006021556,0.817287,0.0007126942,0.000375934,0.04517667,0.006573096,0.001530988,0.01580952,0.0005846227,0.002039541,0.1080573],"study_design_scores_gemma":[0.0003533529,0.001509847,0.798642,0.001136358,0.001202152,0.1168876,0.01440553,0.0148508,0.02597684,0.003013896,0.02180554,0.0002161362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770321,0.003166452,0.01170739,0.00026568,0.0001070865,0.0004733865,0.0002156024,0.00013308,0.006899137],"genre_scores_gemma":[0.9894012,0.001060958,0.007905009,0.0002027178,0.00008294932,0.000162212,0.0006603767,0.00008078475,0.0004439419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01513275,"threshold_uncertainty_score":0.08003062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03663811756302734,"score_gpt":0.2869495502963804,"score_spread":0.250311432733353,"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."}}