{"id":"W3159082443","doi":"10.3390/curroncol28030157","title":"Health Resource and Cost Savings Achieved in a Multidisciplinary Lung Cancer Clinic","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Ottawa","funders":"","keywords":"Medicine; Lung cancer; Stage (stratigraphy); Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004437361,0.0004396729,0.0004588945,0.001151716,0.0005765304,0.001822726,0.00121704,0.0006679275,0.003934097],"category_scores_gemma":[0.01627661,0.0002760857,0.001547403,0.001465342,0.0003708917,0.001075404,0.0022277,0.0007272165,0.0001922887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007493518,"about_ca_system_score_gemma":0.004372864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02058905,"about_ca_topic_score_gemma":0.04434344,"domain_scores_codex":[0.9913725,0.004072767,0.0004227743,0.001048194,0.002049537,0.00103434],"domain_scores_gemma":[0.9906512,0.003495759,0.003038007,0.0003994095,0.0007719353,0.00164363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002461907,0.002047879,0.8880302,0.0005702397,0.001143174,0.0005868443,0.0003089523,0.01693772,0.0008258131,0.001219498,0.004204315,0.08166341],"study_design_scores_gemma":[0.0007337317,0.002629374,0.9573159,0.0003490696,0.0007555321,0.0008984195,0.0008405984,0.03292226,0.0005292003,0.0007951635,0.002178174,0.00005251804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935014,0.0007252072,0.001086446,0.001094432,0.00003653102,0.0001901745,0.0008709149,0.00003345367,0.002461586],"genre_scores_gemma":[0.9980026,0.000134355,0.001243274,0.0001700691,0.00003547786,0.00006952723,0.0002654855,0.000003447006,0.00007579828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02058905,"threshold_uncertainty_score":0.05436951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09434563843179024,"score_gpt":0.4881835714863154,"score_spread":0.3938379330545251,"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."}}