{"id":"W4210288001","doi":"10.2214/ajr.21.27180","title":"Lung-RADS Category 3 and 4 Nodules on Lung Cancer Screening in Clinical Practice","year":2022,"lang":"en","type":"article","venue":"American Journal of Roentgenology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Malignancy; Lung cancer; Lung cancer screening; Clinical Practice; Cancer; Retrospective cohort study; Medical diagnosis","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":[0.01255628,0.000425689,0.0007261678,0.001854874,0.0005047154,0.002645516,0.001023143,0.001299785,0.006586954],"category_scores_gemma":[0.04359506,0.0002991511,0.0007512717,0.001356888,0.000434431,0.002043401,0.00128793,0.00128136,0.001576467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002044517,"about_ca_system_score_gemma":0.004223303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01719709,"about_ca_topic_score_gemma":0.04115796,"domain_scores_codex":[0.9889626,0.007289311,0.0008992655,0.0006200717,0.001378551,0.0008502715],"domain_scores_gemma":[0.9756403,0.0116118,0.003202293,0.00165621,0.006003893,0.00188554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003502496,0.0002414282,0.8843234,0.0001672551,0.00009924675,0.0002907581,0.0002418044,0.001583257,0.0004691048,0.001153567,0.01121936,0.09986049],"study_design_scores_gemma":[0.0001304816,0.0007934873,0.9330492,0.0007919564,0.0002471788,0.001754102,0.001952363,0.01174543,0.001609081,0.006328661,0.04150696,0.00009101078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8800569,0.008993887,0.01250858,0.02762722,0.001375518,0.0008026648,0.003662179,0.0006742602,0.06429892],"genre_scores_gemma":[0.9803634,0.00104272,0.01281479,0.00202437,0.0003680949,0.0001413216,0.001345366,0.00006893055,0.001830984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01719709,"threshold_uncertainty_score":0.06640476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01957872909832916,"score_gpt":0.3838211794462584,"score_spread":0.3642424503479293,"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."}}