{"id":"W2102835079","doi":"10.1016/j.rmed.2006.07.014","title":"Accuracy and reliability of physical signs in the diagnosis of pleural effusion","year":2006,"lang":"en","type":"article","venue":"Respiratory Medicine","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Fogarty International Center","keywords":"Medicine; Crackles; Chest radiograph; Pleural effusion; Radiology; Physical examination; Cohen's kappa; Internal medicine; Radiography","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":[],"consensus_categories":[],"category_scores_codex":[0.0008733707,0.00009817263,0.0004048113,0.00006522673,0.00002553891,0.000001224095,0.0001173136,0.00006373006,0.00005741135],"category_scores_gemma":[0.002919256,0.00005460868,0.00005735235,0.000352572,0.0006448505,0.00003592849,0.00002868072,0.0002230084,0.000002316533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002034705,"about_ca_system_score_gemma":0.0000435026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002702235,"about_ca_topic_score_gemma":0.00002132238,"domain_scores_codex":[0.9986323,0.0001301544,0.0005672143,0.0002000285,0.0003529894,0.0001173569],"domain_scores_gemma":[0.9940807,0.005119395,0.0001830637,0.0004569443,0.0001101659,0.00004971305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001427781,0.001188107,0.8771288,0.0002531275,0.000007456245,0.00000404765,0.0006583592,0.00001125972,0.1124633,0.001721532,0.002737101,0.003684109],"study_design_scores_gemma":[0.002082968,0.001978672,0.9711009,0.0002657807,0.0001050814,0.000003807171,0.0002288182,0.00006519771,0.008710803,0.002414359,0.0129746,0.00006897494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946149,0.000486188,0.00002996952,0.002993635,0.00001979859,0.0004965551,0.000007943526,0.0000112285,0.001339782],"genre_scores_gemma":[0.9988421,0.00006043504,0.00008968746,0.00062756,0.0002879526,0.00006523605,0.000008386193,0.000007718267,0.00001089521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1037525,"threshold_uncertainty_score":0.3494833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0541292844745954,"score_gpt":0.3805739242510086,"score_spread":0.3264446397764132,"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."}}