{"id":"W146744671","doi":"10.69645/nwxf5510","title":"Early detection of lung cancer","year":2009,"lang":"en","type":"article","venue":"˜The œbiomedical & life sciences collection.","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lung cancer; Medicine; Lung; Cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002383839,0.00009126611,0.0001649689,0.0001809327,0.0005128806,0.00002033608,0.0001160063,0.00006191377,0.0001938558],"category_scores_gemma":[0.00006040889,0.00005439167,0.00008026524,0.001885705,0.0004550872,0.00009349288,0.00001302575,0.0001156239,0.000007142722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001576719,"about_ca_system_score_gemma":0.0007075762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008436284,"about_ca_topic_score_gemma":0.0001025344,"domain_scores_codex":[0.9987399,0.00003404772,0.0002401836,0.0002210493,0.0005553142,0.0002095208],"domain_scores_gemma":[0.999422,0.00006389253,0.00009499212,0.000132471,0.0001068577,0.0001798308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001692965,0.005298489,0.1366259,0.0003691748,0.002106719,0.00006642094,0.01554828,0.0005536168,0.1255766,0.002834008,0.2289872,0.4803406],"study_design_scores_gemma":[0.005599523,0.005906495,0.8888808,0.0003134448,0.00118822,0.0001224849,0.0009013112,0.02045469,0.004769335,0.001606793,0.06982671,0.0004301215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433764,0.004128139,0.009004025,0.02207164,0.00248789,0.001374371,0.00002362755,0.0001863542,0.01734757],"genre_scores_gemma":[0.9956212,0.0001045039,0.0001914964,0.0009571642,0.0002766354,0.00004833329,0.000002357442,0.000004317121,0.002794014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.752255,"threshold_uncertainty_score":0.3944714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357753980877884,"score_gpt":0.3363502361366333,"score_spread":0.3227726963278545,"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."}}