{"id":"W7162099451","doi":"10.82308/2106","title":"Social contexts of survival: unraveling lung cancer inequalities in Canada","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cancer; Lung cancer; Lung disease; Cancer incidence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00183354,0.0004668873,0.0008264611,0.003808445,0.01049206,0.005352405,0.002094971,0.0008007441,0.003936108],"category_scores_gemma":[0.006844614,0.0002852723,0.000810282,0.01017315,0.003186464,0.001721495,0.005449782,0.001782565,0.000151461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09406555,"about_ca_system_score_gemma":0.1466047,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9976217,"about_ca_topic_score_gemma":0.9986629,"domain_scores_codex":[0.9977161,0.0003362054,0.00007274809,0.0002770405,0.0004504434,0.001147498],"domain_scores_gemma":[0.9958262,0.0006508155,0.0004942436,0.000178688,0.001594247,0.001255731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001019347,0.00005832697,0.9010028,0.000248576,0.0002301625,0.0002489046,0.03219517,0.0009044643,0.0001885409,0.01653004,0.006562317,0.04172877],"study_design_scores_gemma":[0.000009388894,0.00002784954,0.9255036,0.0004876839,0.0001675477,0.00004512264,0.05090563,0.001809922,0.00009354775,0.003934395,0.01695886,0.00005644721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504381,0.01040754,0.0008363284,0.01536394,0.0001326925,0.00007856439,0.004145572,0.00002682895,0.01857051],"genre_scores_gemma":[0.994713,0.002665221,0.0003389303,0.0004068886,0.00002261386,0.00003006654,0.0005475023,0.00001133605,0.001264456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09406555,"threshold_uncertainty_score":0.6824965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0786483185297774,"score_gpt":0.394652607529207,"score_spread":0.3160042889994296,"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."}}