{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003903519,0.0003095492,0.0003031768,0.00112682,0.000383619,0.0006677067,0.0003342579,0.0004413554,0.01142358],"category_scores_gemma":[0.001009448,0.00008872934,0.0004090569,0.0005944485,0.0003654107,0.0004532622,0.0005609567,0.000697049,0.00459156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005609454,"about_ca_system_score_gemma":0.0007811744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001446249,"about_ca_topic_score_gemma":0.003097052,"domain_scores_codex":[0.9997341,0.00004875651,0.00002472967,0.00004106062,0.0001198411,0.00003140218],"domain_scores_gemma":[0.9997575,0.00004062432,0.00005653916,0.00002570421,0.00006719225,0.0000524552],"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":[0.000198582,0.0002020427,0.01297604,0.001284985,0.00004097515,0.001587126,0.00009702319,0.0003638656,0.01448622,0.005604596,0.0380529,0.9251056],"study_design_scores_gemma":[0.00004991241,0.0003483151,0.02689121,0.0008351542,0.00007371696,0.01407916,0.0001615698,0.000558381,0.01786181,0.005183163,0.9339305,0.00002723489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08234575,0.3863091,0.0329,0.01356144,0.002197334,0.0008120079,0.003472996,0.001380792,0.4770207],"genre_scores_gemma":[0.4791172,0.315536,0.03439624,0.006334535,0.002686833,0.000433019,0.00535892,0.0003098595,0.1558274],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01142358,"threshold_uncertainty_score":0.0382157,"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."}}