{"id":"W1871071110","doi":"10.1164/ajrccm.164.10.2102086","title":"When the Chest X-ray Does Not Tell the Whole Story","year":2001,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Medical physics","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":[0.005321584,0.0008833005,0.001898418,0.001408921,0.001733776,0.004080149,0.001332469,0.01038654,0.007911759],"category_scores_gemma":[0.05867828,0.0006547053,0.001020081,0.000708307,0.0029476,0.008867344,0.001906205,0.0130269,0.005982354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382998,"about_ca_system_score_gemma":0.001250686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357593,"about_ca_topic_score_gemma":0.002087224,"domain_scores_codex":[0.9951169,0.001705611,0.0005624826,0.0004243621,0.001727747,0.0004627617],"domain_scores_gemma":[0.977232,0.01294491,0.002564793,0.001335792,0.003867894,0.002054656],"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":[0.002312931,0.0003265801,0.06565645,0.001855165,0.0008961818,0.08498138,0.009145336,0.001075286,0.007651675,0.02116726,0.5972037,0.207728],"study_design_scores_gemma":[0.0002735207,0.0008171764,0.0497628,0.004196346,0.0008235663,0.1750111,0.03650508,0.004216432,0.01043587,0.1121165,0.6051494,0.0006923629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06622923,0.04255506,0.01578625,0.7953161,0.030084,0.000114812,0.0008968324,0.0007738209,0.04824391],"genre_scores_gemma":[0.5580122,0.05118155,0.01864076,0.2710323,0.06514373,0.0001498573,0.0009652942,0.001027681,0.03384661],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01038654,"threshold_uncertainty_score":0.02814353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01469235318709359,"score_gpt":0.3109012965494872,"score_spread":0.2962089433623936,"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."}}