{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003474985,0.0002410921,0.000294564,0.001188954,0.0005664399,0.0007964119,0.0004414696,0.0003565902,0.001165884],"category_scores_gemma":[0.001279979,0.0003145933,0.000472396,0.002094961,0.0004414165,0.0003975049,0.0006055837,0.0006734154,0.0002554778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004802512,"about_ca_system_score_gemma":0.0006724137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02032719,"about_ca_topic_score_gemma":0.02040181,"domain_scores_codex":[0.9996008,0.00009039161,0.00005098799,0.00007906745,0.00007561171,0.0001030099],"domain_scores_gemma":[0.9990245,0.0001775974,0.0003832066,0.0001015868,0.0001133289,0.0001997347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002372124,0.0000221301,0.9990817,0.0000104825,0.00002568106,0.00006901441,0.0001426533,0.0000239266,0.00004147439,0.00001171475,0.00009128635,0.0004561829],"study_design_scores_gemma":[0.000003631871,0.00003949232,0.9990221,0.000007675396,0.000027611,0.0002516449,0.0003943621,0.00007498515,0.00001645528,0.00001856732,0.0001393932,0.000004080242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983492,0.0002394038,0.00005476295,0.00009970226,0.000005533663,0.00001466227,0.0006112553,0.000006438106,0.0006190685],"genre_scores_gemma":[0.9994159,0.0001497589,0.00003954166,0.00004134906,0.000009147189,0.000011757,0.000245164,0.000001518825,0.00008586514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02032719,"threshold_uncertainty_score":0.04041773,"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."}}