{"id":"W4391318327","doi":"10.1007/s40471-024-00345-3","title":"Community Health Fairs and Cancer Prevention in Low-Resource Settings: A Global Perspective","year":2024,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"European Regional Development Fund","keywords":"Medicine; Environmental health; Cancer prevention; Observational study; Developing country; Epidemiology; Cervical cancer; Cancer; Economic growth; Pathology","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":[0.003903565,0.0001688526,0.0006001683,0.00008274143,0.0001174184,0.00001001112,0.00005050949,0.0001087458,0.00002546211],"category_scores_gemma":[0.001723161,0.0001463125,0.000108786,0.0003014653,0.0001678629,0.00009359753,0.00009559617,0.0007887908,0.000002807512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163706,"about_ca_system_score_gemma":0.0005058713,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006989566,"about_ca_topic_score_gemma":0.001323099,"domain_scores_codex":[0.9975092,0.000770967,0.0007227363,0.0004613215,0.0001223964,0.0004133481],"domain_scores_gemma":[0.9989609,0.0002429735,0.0002432239,0.0002871574,0.00006999899,0.0001957538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007800699,0.000105052,0.8802768,0.0006245653,0.00007077506,0.0002798892,0.001494968,0.0001240034,0.000005655772,0.001988646,0.02159609,0.09335552],"study_design_scores_gemma":[0.0008220715,0.0007496108,0.8576239,0.01514981,0.0001735707,0.004640596,0.007787745,0.00305426,0.00001134076,0.03784103,0.07170669,0.0004393429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8058766,0.1753174,0.000645766,0.01511549,0.0007461737,0.0005691348,0.0000168044,0.0001399433,0.001572659],"genre_scores_gemma":[0.9966651,0.001445268,0.0002149896,0.00129046,0.0001884003,0.00006790897,0.00004541698,0.00001002253,0.00007244464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1907884,"threshold_uncertainty_score":0.999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.151317004021666,"score_gpt":0.4870528723867144,"score_spread":0.3357358683650483,"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."}}