{"id":"W3180118551","doi":"10.3390/curroncol28040228","title":"Clinical Implications of “Atypia” on Biopsy: Possible Precursor to Lung Cancer?","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atypia; Medicine; Biopsy; Lung cancer; Nodule (geology); Cancer; Radiology; Hazard ratio; Lung; Proportional hazards model; Retrospective cohort study; Cytology; Pathology; Internal medicine; Confidence interval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009307252,0.0001805769,0.0002375841,0.0007138699,0.0003662675,0.000693542,0.0003556298,0.0004421437,0.002068053],"category_scores_gemma":[0.006016893,0.0001516084,0.0001764811,0.0005362541,0.0007759092,0.0004935932,0.0003699996,0.0005562686,0.0002486489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003401849,"about_ca_system_score_gemma":0.000548423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001972765,"about_ca_topic_score_gemma":0.003542128,"domain_scores_codex":[0.9995415,0.0001463565,0.00005564426,0.00007451004,0.0001180493,0.00006393807],"domain_scores_gemma":[0.9956509,0.001393949,0.002151331,0.0001299371,0.0003645908,0.0003092489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006830019,0.00001323591,0.9964354,0.00001919887,0.000009413589,0.0005787779,0.0000203243,0.00005367788,0.0001884495,0.00003214761,0.00009907498,0.002481962],"study_design_scores_gemma":[0.000008492465,0.0001807119,0.9804174,0.00006047754,0.0000549267,0.01643823,0.0003830577,0.0009711116,0.0004150771,0.0002974669,0.0007640789,0.000008873339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927922,0.003253219,0.0005292556,0.0005411009,0.00002651037,0.00002442189,0.0001389106,0.00001325492,0.002681135],"genre_scores_gemma":[0.9991587,0.000371173,0.0001989218,0.00005690602,0.00003885898,0.000002820882,0.00008094558,0.00000162369,0.00009009212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002068053,"threshold_uncertainty_score":0.006918311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1562340844160501,"score_gpt":0.5303167872233293,"score_spread":0.3740827028072792,"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."}}