{"id":"W4387705767","doi":"10.1117/1.jmi.10.5.054504","title":"Joint classification and segmentation for an interpretable diagnosis of acute respiratory distress syndrome from chest x-rays","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Imaging","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"Fonds de Recherche du Québec - Santé; Institut de Valorisation des Données","keywords":"ARDS; Medicine; Acute respiratory distress; Radiology; Radiography; Lung; Chest radiograph; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001114804,0.00009544946,0.0003524678,0.0002017324,0.00004230227,0.00002440351,0.0001077468,0.00007189504,0.00009901184],"category_scores_gemma":[0.000305963,0.00007502853,0.00009642893,0.0001293982,0.00007835025,0.0002999741,0.00003481898,0.0002007705,0.000002347879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000445097,"about_ca_system_score_gemma":0.0001393895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000126101,"about_ca_topic_score_gemma":0.000001872008,"domain_scores_codex":[0.9983918,0.00005074296,0.0006151111,0.0001436613,0.0006487562,0.0001499328],"domain_scores_gemma":[0.9988793,0.0001266561,0.0003823016,0.0001323363,0.0001571001,0.0003223491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000404034,0.0004060487,0.2273155,0.0004424656,0.0005013004,0.0009189266,0.001595914,0.000002099076,0.416525,0.0001125605,0.00899761,0.3427785],"study_design_scores_gemma":[0.01335258,0.002707023,0.7565659,0.004691589,0.002426603,0.001051564,0.01117564,0.05056874,0.1390073,0.0019196,0.01599318,0.0005402718],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813993,0.0003058308,0.01526855,0.002382115,0.0003645768,0.0001952734,0.00003883339,0.00001915648,0.00002639343],"genre_scores_gemma":[0.9976076,0.0002477716,0.001256026,0.0005753472,0.000204161,0.00002224704,0.00004840845,0.00001907489,0.000019337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5292504,"threshold_uncertainty_score":0.3059575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05917815728527567,"score_gpt":0.3534211932768525,"score_spread":0.2942430359915768,"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."}}