{"id":"W3095424030","doi":"10.1200/go.20.00259","title":"Educational Status, Cancer Stage, and Survival in South India: A Population-Based Study","year":2020,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Breast cancer; Cancer registry; Cervical cancer; Cancer; Lung cancer; Socioeconomic status; Population; Proportional hazards model; Relative survival; Demography; Stage (stratigraphy); Gynecology; Oncology; Internal medicine; Environmental health","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":[0.0001576026,0.0001287668,0.0003641004,0.00004462137,0.00004659392,0.00001413529,0.00006650671,0.0001020076,0.0003124563],"category_scores_gemma":[0.0002322632,0.0001215512,0.00003325905,0.0004077467,0.00003405119,0.00006289865,0.00004482872,0.0001894596,0.00001311337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000781977,"about_ca_system_score_gemma":0.00141664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006902304,"about_ca_topic_score_gemma":0.006874127,"domain_scores_codex":[0.9986948,0.0001064448,0.0002864916,0.000329544,0.0002834324,0.0002992974],"domain_scores_gemma":[0.9993669,0.00007536846,0.0001010213,0.00009985133,0.00008223933,0.0002746048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005789454,0.0001945473,0.9950319,0.00002350944,0.00003011021,0.0000767629,0.0009115236,0.0002214063,0.000008058304,0.0003643177,0.0003692019,0.002189709],"study_design_scores_gemma":[0.002967649,0.0009769343,0.9897192,0.0000218511,0.00005060423,0.000002644024,0.002532093,0.0002894334,0.000001244741,0.0000535549,0.003280047,0.000104796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889818,0.0004043765,0.00001817903,0.007532575,0.0002275867,0.0004910654,0.0001126356,0.00002538973,0.002206363],"genre_scores_gemma":[0.9941824,0.00000849275,0.0003911642,0.005015776,0.0002464195,0.0000572803,0.00005046029,0.000007157817,0.0000408367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005312758,"threshold_uncertainty_score":0.9997108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08615896406534282,"score_gpt":0.41923143871067,"score_spread":0.3330724746453272,"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."}}