{"id":"W4405856849","doi":"10.3399/bjgp25x740493","title":"Achieving earlier diagnosis of symptomatic lung cancer","year":2024,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Medicine; Lung cancer; Lung; Cancer; Intensive care medicine; Data science; General surgery; Pathology; Computer science; 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":[0.002710229,0.0002857698,0.0005611192,0.001589571,0.000926113,0.00265671,0.0008802037,0.001984022,0.1968081],"category_scores_gemma":[0.02597555,0.0002758558,0.0006985712,0.001500454,0.0004284297,0.002284078,0.00195585,0.003170693,0.04095197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001215412,"about_ca_system_score_gemma":0.002233146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003566496,"about_ca_topic_score_gemma":0.006719326,"domain_scores_codex":[0.9979588,0.0004437737,0.0001654169,0.0001304121,0.000966029,0.0003357087],"domain_scores_gemma":[0.9857939,0.004703892,0.001370048,0.001039661,0.003308765,0.00378378],"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":[0.00007708681,0.0001193651,0.003898954,0.0007287592,0.00001795631,0.0005220856,0.0002110315,0.0001760437,0.0006498242,0.002627977,0.7388833,0.2520877],"study_design_scores_gemma":[0.00007437498,0.0002679222,0.03767652,0.001899408,0.00004892557,0.004284464,0.0004732679,0.0001893502,0.001154349,0.005378739,0.9484823,0.00007037492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02033607,0.03323425,0.009929523,0.3893983,0.04249895,0.0003932525,0.009434641,0.003503795,0.4912712],"genre_scores_gemma":[0.3579144,0.08064009,0.03071349,0.1529467,0.05466555,0.000593559,0.0101026,0.002475678,0.3099479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1968081,"threshold_uncertainty_score":0.6583886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149706692721552,"score_gpt":0.366283813843167,"score_spread":0.3547867469159515,"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."}}