{"id":"W4381164579","doi":"10.1016/j.revmed.2023.04.330","title":"Validation d’un algorithme diagnostique de l’artérite gigantocellulaire basé sur l’échographie Doppler couleur des artères temporales : résultats de l’étude ECHORTON","year":2023,"lang":"fr","type":"article","venue":"La Revue de Médecine Interne","topic":"Vasculitis and related conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Art; Humanities; Gynecology; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001554979,0.0006301537,0.0008065659,0.0006931162,0.0003108713,0.0001979391,0.000421965,0.0008506505,0.001117054],"category_scores_gemma":[0.001219527,0.0006457547,0.0005924692,0.00148528,0.0005316969,0.0003610981,0.0001706158,0.001269548,0.0004332538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004505438,"about_ca_system_score_gemma":0.000302944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0017598,"about_ca_topic_score_gemma":0.0005578818,"domain_scores_codex":[0.9957672,0.0005536782,0.001020262,0.0008046083,0.0004113692,0.001442922],"domain_scores_gemma":[0.9966806,0.001197207,0.0002969117,0.0006916542,0.0003544097,0.0007791833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001689531,0.001546497,0.8543668,0.00153828,0.001572804,0.01165791,0.005227915,0.001814415,0.0234518,0.003139061,0.05807493,0.03744064],"study_design_scores_gemma":[0.005541778,0.0006434195,0.898066,0.009917759,0.001269373,0.005522767,0.0008237395,0.02456772,0.02170989,0.006351165,0.02467755,0.0009088285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547783,0.01358102,0.00614129,0.02121426,0.001193233,0.0008520518,0.0003633374,0.0005718223,0.001304698],"genre_scores_gemma":[0.9509146,0.0332455,0.002129036,0.0004362988,0.002062701,0.0002718736,0.00106694,0.0001916364,0.009681411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04369921,"threshold_uncertainty_score":0.999796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675572085132707,"score_gpt":0.2660077788535197,"score_spread":0.2492520580021927,"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."}}