{"id":"W7101418041","doi":"10.1093/eurpub/ckaf161.1784","title":"Cancer Registration in an LMIC: Insights from a Comprehensive Cancer Center in Luxor","year":2025,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Cancer registry; Cancer; Cohort; Breast cancer; Prospective cohort study; Cohort study; Prostate cancer","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":[0.001102026,0.0001973613,0.0002480415,0.002478953,0.001014987,0.001359982,0.000645533,0.000402599,0.004279901],"category_scores_gemma":[0.002660559,0.0001962365,0.0003165658,0.006910638,0.0004645844,0.0009957905,0.002154081,0.0005048047,0.0004464152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002837341,"about_ca_system_score_gemma":0.004527024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1321801,"about_ca_topic_score_gemma":0.2116546,"domain_scores_codex":[0.9989949,0.0002977567,0.00006500929,0.00009496995,0.0001125607,0.0004348408],"domain_scores_gemma":[0.9983991,0.0003208782,0.0006393358,0.00006878478,0.0002763638,0.0002954924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003641502,0.00004438511,0.9819595,0.0001201505,0.0000219927,0.0008105995,0.003412548,0.00007537521,0.0001220163,0.0003496747,0.003959093,0.009088371],"study_design_scores_gemma":[0.000007888409,0.00004250264,0.9806585,0.0001689117,0.00001595794,0.0004690204,0.01458633,0.0001439267,0.00003525575,0.00009957614,0.003760469,0.00001169507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865282,0.001086381,0.0001148326,0.003871575,0.00001961383,0.00006255403,0.003979031,0.00001135159,0.00432636],"genre_scores_gemma":[0.9913833,0.002129676,0.0002903205,0.001167886,0.00007276059,0.00007707671,0.003969651,0.00001024072,0.0008991531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1321801,"threshold_uncertainty_score":0.2628213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2057401531065095,"score_gpt":0.423469964213448,"score_spread":0.2177298111069385,"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."}}