{"id":"W2034593650","doi":"10.1097/jto.0b013e3182333a0b","title":"Quantitative Computed Tomography Analysis of Emphysema and Lung Cancer Risk","year":2011,"lang":"en","type":"letter","venue":"Journal of Thoracic Oncology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Lung cancer; Lung; Lung cancer screening; Radiology; Hounsfield scale; Quantitative computed tomography; Computed tomography; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001022505,0.000252891,0.0005580644,0.0005587068,0.0002907171,0.000710841,0.0003906387,0.002033915,0.001252615],"category_scores_gemma":[0.005540824,0.0002229582,0.0003268431,0.0005123216,0.000342838,0.0004089567,0.0001426319,0.001643373,0.0002595158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005445295,"about_ca_system_score_gemma":0.0004187693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00152397,"about_ca_topic_score_gemma":0.003386722,"domain_scores_codex":[0.999449,0.0002549958,0.00006181194,0.00005532128,0.0001452044,0.00003359952],"domain_scores_gemma":[0.9967381,0.00219434,0.000271306,0.0001717249,0.0004444353,0.0001801197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002920561,0.0005224081,0.891233,0.0002051051,0.0003984067,0.009224863,0.0002805942,0.0006446081,0.00745624,0.001786151,0.02838254,0.05694553],"study_design_scores_gemma":[0.0004005888,0.001421505,0.9171446,0.0001987513,0.0004732543,0.03179683,0.0006833775,0.01033467,0.00474384,0.006559319,0.0261322,0.000111074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8383463,0.01309312,0.003226907,0.1245673,0.002382483,0.0001024334,0.001229484,0.0001382726,0.01691384],"genre_scores_gemma":[0.9814878,0.001202087,0.001443548,0.01021825,0.00247116,0.0000429775,0.0001721516,0.00001731271,0.002944687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002033915,"threshold_uncertainty_score":0.005407572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03285876694710108,"score_gpt":0.4246034911352418,"score_spread":0.3917447241881407,"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."}}