{"id":"W4232426462","doi":"10.1148/radiographics.33.4.135006","title":"Invited Commentary","year":2013,"lang":"en","type":"letter","venue":"Radiographics","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Hospital; Dalhousie University","funders":"","keywords":"Medicine; Pancreatitis; Autoimmune pancreatitis; Pathology; Radiology; Internal medicine","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00007489492,0.000418964,0.0005963017,0.00082015,0.0001073342,0.00004555886,0.0002014101,0.001238299,0.0003077702],"category_scores_gemma":[0.00002545384,0.0003644423,0.0005864118,0.0005603198,0.0002379274,0.00009891945,0.00004232986,0.002598554,0.0001165874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005647582,"about_ca_system_score_gemma":0.00002652832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007518434,"about_ca_topic_score_gemma":8.400383e-7,"domain_scores_codex":[0.9981417,0.00008578987,0.0004101104,0.0003877278,0.0004933281,0.0004813545],"domain_scores_gemma":[0.9986984,0.00009534517,0.0001602749,0.0007244122,0.0001231202,0.0001984468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001625499,0.00005500146,0.007323463,0.0004152541,0.0005544225,0.001194758,0.0000293584,1.759005e-7,0.00001905539,0.000004680905,0.9900057,0.0003818877],"study_design_scores_gemma":[0.0008127827,0.000122934,0.002814692,0.0003995721,0.0007747904,0.0001185485,0.00001155603,0.00003437011,0.00001961543,0.0001126553,0.994405,0.0003735254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006361191,0.002754293,0.000004233634,0.9882382,0.0006773795,0.0006655797,0.000110876,0.0002955068,0.0008926957],"genre_scores_gemma":[0.0002799457,0.001242699,0.0001191325,0.9887142,0.004985223,0.00006001385,0.004034058,0.00011552,0.0004492215],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006081245,"threshold_uncertainty_score":0.9998807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203518944937196,"score_gpt":0.2272905277259824,"score_spread":0.2152553382766104,"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."}}