{"id":"W1500680442","doi":"10.1002/9781118468791.ch7","title":"Detection and Treatment of Preneoplastic Lesions","year":2014,"lang":"en","type":"other","venue":"Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lung cancer; Medicine; Radiology; Natural history; Lung; Biopsy; Cancer; Disease; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001069487,0.0001807907,0.0003998962,0.00010465,0.00001802132,0.000004004522,0.00001670094,0.0001345976,0.001078144],"category_scores_gemma":[0.000004056037,0.0001273688,0.00007381444,0.00005083508,0.00003721443,0.000005858317,0.000007924189,0.00003374656,0.000008322562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003489743,"about_ca_system_score_gemma":0.00008358007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002130837,"about_ca_topic_score_gemma":0.003429926,"domain_scores_codex":[0.9994071,0.00001213941,0.0001169749,0.0002403942,0.0001085465,0.0001148767],"domain_scores_gemma":[0.9995472,0.00003130451,0.0001128003,0.0002113151,0.00001775419,0.000079587],"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":[0.0004096985,0.001300487,0.1339045,0.004151176,0.00510954,0.0000452162,0.0004739716,0.00002354831,0.0006066138,0.000144979,0.3623251,0.4915051],"study_design_scores_gemma":[0.004003692,0.001434111,0.0275533,0.003077316,0.003500352,0.00001569348,0.000008127965,0.0002201093,0.002373076,0.000006448973,0.9575652,0.0002426058],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04653241,0.27218,0.0008375235,0.001452287,0.004798259,0.006588424,0.0007451244,0.0006435721,0.6662224],"genre_scores_gemma":[0.3643266,0.04430132,0.0002043866,0.00009001493,0.001263876,0.0009680134,0.00004329807,0.0004086993,0.5883938],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5952401,"threshold_uncertainty_score":0.999835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057342830920955,"score_gpt":0.2965628578186187,"score_spread":0.2859894295094092,"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."}}