{"id":"W3177877196","doi":"10.1016/j.chest.2021.06.065","title":"Optimizing Diagnostic and Staging Pathways for Suspected Lung Cancer","year":2021,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Intuitive Surgical","keywords":"Medicine; Bronchoscopy; Radiology; Lung cancer; Biopsy; Surgery; Fluoroscopy; Complication; Radiography; Cost effectiveness; 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":[0.001512374,0.0004897736,0.0004716195,0.002381128,0.00118162,0.002372349,0.0007423214,0.0009514794,0.00493888],"category_scores_gemma":[0.01564091,0.0003182859,0.0005680865,0.0007861452,0.0002749334,0.00120523,0.001329815,0.001800493,0.0009402385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001951192,"about_ca_system_score_gemma":0.006208855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01238763,"about_ca_topic_score_gemma":0.02364961,"domain_scores_codex":[0.9985947,0.0006119683,0.0002017066,0.0001469897,0.0002213842,0.0002232172],"domain_scores_gemma":[0.9956352,0.001734334,0.000480447,0.0001575189,0.001290919,0.0007016082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004790862,0.0007767808,0.6198217,0.000266911,0.00009007846,0.002398884,0.0005551339,0.004735588,0.002270008,0.002084294,0.03595177,0.3305698],"study_design_scores_gemma":[0.0003158506,0.001191509,0.8113491,0.002115554,0.0006907754,0.01019965,0.008367356,0.06838524,0.00902436,0.02119606,0.06703085,0.000133704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7447716,0.01981172,0.04988519,0.09518353,0.001508974,0.001897323,0.002333461,0.001742779,0.08286544],"genre_scores_gemma":[0.9417594,0.004266577,0.04618765,0.003162084,0.0007244229,0.000235641,0.001057135,0.0001075675,0.002499494],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01238763,"threshold_uncertainty_score":0.02463108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02382364249355733,"score_gpt":0.3069061099906348,"score_spread":0.2830824674970775,"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."}}