{"id":"W3159816740","doi":"10.1148/radiol.2021210774","title":"Doing Too Much or Not Enough: Striking a Balance","year":2021,"lang":"en","type":"letter","venue":"Radiology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Lung cancer; Cancer; Lung cancer screening; Download; Family medicine; Library science; Oncology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009663238,0.0003470935,0.001062595,0.0001068919,0.00007011543,0.00002277282,0.0001358281,0.0008250656,0.0009635656],"category_scores_gemma":[0.00008240626,0.0002515578,0.0002262733,0.0001425121,0.00007464919,0.00002481949,0.00006227576,0.001152995,0.00005602419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000653494,"about_ca_system_score_gemma":0.0005001039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006823372,"about_ca_topic_score_gemma":0.00001682521,"domain_scores_codex":[0.9980518,0.0001279845,0.0003416199,0.0007016833,0.0002123061,0.0005646514],"domain_scores_gemma":[0.9986102,0.0004725459,0.0001593426,0.000606352,0.00007658251,0.00007495303],"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":[0.0001123748,0.00005503886,0.002171171,0.0004038667,0.0006429149,0.01536573,0.0001069584,0.000001036215,0.0000781964,0.00003678531,0.9756572,0.005368689],"study_design_scores_gemma":[0.001596577,0.0004133475,0.001169017,0.0005233276,0.000440756,0.002553668,0.00001623874,0.00001024978,0.0003761428,0.000007067998,0.9926515,0.0002420956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005912511,0.006913309,0.00009493631,0.9784023,0.002236089,0.0006295183,0.00009651654,0.0001208438,0.005593969],"genre_scores_gemma":[0.01417171,0.002916571,0.003309036,0.9537137,0.0117801,0.0002590666,0.001183587,0.00009284899,0.01257337],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0246886,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935664517360818,"score_gpt":0.2999218465345374,"score_spread":0.2705652013609292,"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."}}