{"id":"W2903322740","doi":"10.21037/jtd.2018.11.68","title":"Improving lung cancer diagnosis: the evolving role of patients and care providers","year":2019,"lang":"en","type":"letter","venue":"Journal of Thoracic Disease","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Cancer; Lung cancer; Intensive care medicine; Family medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003482827,0.0005323883,0.001025401,0.0005884582,0.004876732,0.004834393,0.001551796,0.0290761,0.01608967],"category_scores_gemma":[0.0296727,0.0004305302,0.0006959763,0.0007854847,0.002991864,0.008067591,0.002676472,0.02881516,0.007463991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008481257,"about_ca_system_score_gemma":0.008205478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006552584,"about_ca_topic_score_gemma":0.01261576,"domain_scores_codex":[0.9943836,0.002028067,0.0004498491,0.0005698004,0.001768628,0.0008000461],"domain_scores_gemma":[0.9813427,0.007431543,0.001048874,0.0003804762,0.003704613,0.00609174],"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":[0.00003183815,0.00006917059,0.001666764,0.0001848562,0.00001112993,0.001953955,0.0003935357,0.00008980009,0.0002138458,0.004531582,0.9408296,0.05002392],"study_design_scores_gemma":[0.0001096375,0.0001714184,0.003811192,0.00217699,0.00002973374,0.009623457,0.003089011,0.0007679476,0.0001916583,0.02857726,0.9513609,0.00009074338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002818237,0.002056355,0.0001199972,0.9922255,0.003698098,0.000004215331,0.00001146054,0.00001296126,0.001589494],"genre_scores_gemma":[0.01121594,0.008109992,0.0007493142,0.9421521,0.03457605,0.00002652512,0.00004769601,0.00002320192,0.003099068],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0290761,"threshold_uncertainty_score":0.06153607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007034415971527742,"score_gpt":0.296927523875492,"score_spread":0.2898931079039643,"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."}}