{"id":"W1729311299","doi":"10.1111/resp.12567","title":"<scp>MDT</scp> lung cancer care: Input from the <scp>S</scp>urgical <scp>O</scp>ncologist","year":2015,"lang":"en","type":"review","venue":"Respirology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Lung cancer; Biopsy; Lung; Radiology; Stage (stratigraphy); Surgical resection; Cancer; Lung cancer screening; Lung biopsy; 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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0009902188,0.001851566,0.006065051,0.0003964842,0.000405961,0.0001512366,0.001447495,0.002748501,0.0001529384],"category_scores_gemma":[0.003349554,0.001150795,0.001728503,0.000928171,0.0009120412,0.0001135577,0.0008634389,0.002571921,0.000829922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003533902,"about_ca_system_score_gemma":0.003784823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002263954,"about_ca_topic_score_gemma":0.001328017,"domain_scores_codex":[0.9908779,0.001451398,0.001890717,0.002424745,0.001232992,0.002122215],"domain_scores_gemma":[0.9821386,0.01235834,0.001412132,0.00255349,0.000486564,0.001050906],"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":[0.00001652708,0.0007571137,0.01402199,0.006164495,0.004719764,0.001988868,0.00185005,0.00002088504,0.000001275861,0.0005043315,0.8106138,0.1593409],"study_design_scores_gemma":[0.003339753,0.001158394,0.002302203,0.004322638,0.01033252,0.0002815177,0.0003645942,0.00001339917,0.000008418362,0.000129469,0.9776255,0.0001215571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004151431,0.9658098,0.00001157187,0.001132135,0.00321991,0.004194132,0.001201014,0.000310437,0.01996955],"genre_scores_gemma":[0.0004757688,0.9771321,0.0001208898,0.003714878,0.005563985,0.004269998,0.001517544,0.0003363854,0.006868428],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1670117,"threshold_uncertainty_score":0.999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05041269781946058,"score_gpt":0.3787413573269178,"score_spread":0.3283286595074573,"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."}}