{"id":"W2485216687","doi":"10.1016/b978-1-4377-0405-1.10029-x","title":"Clinical Uses of the Chest Radiograph","year":2012,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Chest radiograph; Medicine; Radiography; Radiology; Medical physics; Computer science","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":[0.0006065377,0.0009472056,0.0005357824,0.002382155,0.0004673697,0.00200881,0.0007383057,0.0017094,0.0439907],"category_scores_gemma":[0.001714582,0.0003803662,0.0004543157,0.001148881,0.001306602,0.001720059,0.001105569,0.002694139,0.02261074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005207927,"about_ca_system_score_gemma":0.0006546638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119441,"about_ca_topic_score_gemma":0.003338871,"domain_scores_codex":[0.999579,0.0001199362,0.00003529317,0.00005067682,0.0001930318,0.00002209705],"domain_scores_gemma":[0.9994243,0.0003422406,0.00002099207,0.00004035082,0.0001225403,0.00004958373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003001823,0.0000522416,0.0005001074,0.0005471165,0.00001216137,0.001049497,0.0003227179,0.000306691,0.001282868,0.03175713,0.3954352,0.5687043],"study_design_scores_gemma":[0.000003537997,0.00001969843,0.000624167,0.0006491455,0.000004808878,0.003728208,0.00008049787,0.0001036644,0.0001464917,0.007788617,0.9868397,0.00001156147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006544844,0.2688597,0.006485714,0.006477418,0.005998453,0.0000471338,0.0001990565,0.0002620229,0.7110161],"genre_scores_gemma":[0.01386504,0.2638898,0.01523368,0.01211252,0.01469305,0.0001344067,0.0004195361,0.0003021949,0.6793498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0439907,"threshold_uncertainty_score":0.1471636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03679548024805295,"score_gpt":0.3139125279789618,"score_spread":0.2771170477309088,"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."}}