{"id":"W7071992068","doi":"","title":"Validation of 8th edition AJCC staging system of small cell lung cancer in a North American cohort","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Lung Cancer Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Lung cancer; Cohort; Lung cancer staging; Proportional hazards model; AJCC staging system; Cancer; Staging system; Retrospective cohort study; TNM staging system","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":[0.0001961118,0.0001848341,0.0007181757,0.0006691708,0.00004933393,0.000005374507,0.0001639076,0.00008370236,0.000008498607],"category_scores_gemma":[0.00001582108,0.0002207564,0.0001408484,0.0008007874,0.0001213613,0.00008454605,0.00005515574,0.0003179516,0.000003253282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009052937,"about_ca_system_score_gemma":0.000397048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03814157,"about_ca_topic_score_gemma":0.5009556,"domain_scores_codex":[0.9985983,0.00007007844,0.0002100377,0.000327788,0.0005833811,0.000210404],"domain_scores_gemma":[0.9986747,0.00005321241,0.0005126427,0.000240971,0.0004554104,0.00006306859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005341655,0.0000921934,0.9677559,0.02337492,0.0005046717,0.00005955443,0.003438862,0.0002336873,0.001982691,0.00001890229,0.001629283,0.0003752252],"study_design_scores_gemma":[0.0007303198,0.0001955191,0.9110031,0.003294404,0.0009965986,7.432783e-7,0.07857619,0.0009768503,0.00399456,0.000001010927,0.00007223845,0.00015849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950668,0.0007792665,0.00006980895,0.0001596669,0.0003708264,0.0008673486,0.0001944721,0.00003040131,0.002461427],"genre_scores_gemma":[0.9968873,0.001350447,0.0001524394,0.000002245749,0.00009646463,0.000005092927,0.0004394011,0.00002838879,0.001038179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.462814,"threshold_uncertainty_score":0.9682635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161999696091252,"score_gpt":0.2621523437341635,"score_spread":0.250532346773251,"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."}}