{"id":"W2158538835","doi":"10.3747/co.22.2647","title":"Ready or Not? Lung Cancer Diagnosis in 2015","year":2015,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Lung cancer; Cancer; Family medicine; Pathology; 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":[0.001010527,0.0002241692,0.000409255,0.001230706,0.002570838,0.002132947,0.0009191739,0.001377226,0.01210843],"category_scores_gemma":[0.005030449,0.0002057212,0.0006708407,0.001898632,0.0004459698,0.001306967,0.001424462,0.003082219,0.002464028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02140111,"about_ca_system_score_gemma":0.03684533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8483545,"about_ca_topic_score_gemma":0.9446027,"domain_scores_codex":[0.9983892,0.000059627,0.0000982217,0.0001127364,0.000767729,0.0005724369],"domain_scores_gemma":[0.9973579,0.00008627264,0.0002218425,0.0000250055,0.001133214,0.001175792],"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":[0.0002077092,0.00008299518,0.101658,0.000495391,0.00005334133,0.0007767445,0.0007797742,0.0001616533,0.0002788628,0.004058391,0.8004697,0.0909774],"study_design_scores_gemma":[0.0000426192,0.00007530204,0.288491,0.001685168,0.0001335186,0.001463826,0.003999018,0.0005550715,0.0003805239,0.0009983913,0.7020919,0.0000836997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1331565,0.0564546,0.002086028,0.319281,0.02976818,0.0006106274,0.1913964,0.001102901,0.2661438],"genre_scores_gemma":[0.5853063,0.04747619,0.003728304,0.1516563,0.006224792,0.0002260019,0.09571242,0.0002868425,0.1093829],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8483545,"threshold_uncertainty_score":0.3050772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2206697879582491,"score_gpt":0.5103394607407631,"score_spread":0.289669672782514,"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."}}