{"id":"W7084111696","doi":"10.6084/m9.figshare.c.8065016.v1","title":"Lung cancer stage at diagnosis and immigrant English/French language proficiency: a retrospective population level cohort study of urban residents in Ontario, Canada","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Immigration; Poisson regression; Lung cancer; Retrospective cohort study; Stage (stratigraphy); Cohort study; Cohort; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005471178,0.0003860535,0.0005448441,0.0009496767,0.00238101,0.001194208,0.001174661,0.0004657258,0.001454463],"category_scores_gemma":[0.001134127,0.0005151635,0.0006638156,0.00317545,0.0005440133,0.0003474745,0.0008122637,0.0005765096,0.0002822956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01476225,"about_ca_system_score_gemma":0.01755402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9862298,"about_ca_topic_score_gemma":0.9916828,"domain_scores_codex":[0.9991331,0.00005811096,0.0000638724,0.0002004873,0.0002568815,0.0002876431],"domain_scores_gemma":[0.9986086,0.00005651147,0.0003160011,0.00007980224,0.0005892076,0.0003497743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003816809,0.0000143816,0.9983552,0.00001805116,0.00003923064,0.00006441987,0.0002501307,0.00003246935,0.00009596437,0.00001555673,0.0004785039,0.0005977693],"study_design_scores_gemma":[0.000006959469,0.0000151405,0.9987972,0.00001734522,0.00002529664,0.00004217806,0.0004976959,0.0001167229,0.00002007787,0.000007913226,0.0004481393,0.000005290503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892311,0.0006505775,0.0001479024,0.0001685215,0.00001454176,0.0000934835,0.008326014,0.00001286434,0.001355075],"genre_scores_gemma":[0.9957806,0.0003361682,0.0001289731,0.00009929942,0.000005907559,0.00004301455,0.00263523,0.000004451721,0.0009663808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01476225,"threshold_uncertainty_score":0.1071081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03896889610650246,"score_gpt":0.3100851412858324,"score_spread":0.27111624517933,"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."}}