{"id":"W2393650139","doi":"10.4314/ahs.v16i1.44","title":"Endoscopic capacity in West Africa","year":2016,"lang":"en","type":"article","venue":"African Health Sciences","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Endoscopy; Esophageal varices; Varices; Health care; Medical diagnosis; Medical emergency; Surgery; Radiology; Portal hypertension; Internal medicine","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":[0.0006373019,0.00006861868,0.0001740753,0.0001859908,0.0001406041,0.00001056008,0.0000845208,0.00002603325,0.00009863367],"category_scores_gemma":[0.0001514638,0.00004117888,0.00002617669,0.0007874548,0.0002572757,0.00009205667,0.00001932284,0.00007556551,0.00004038649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062363,"about_ca_system_score_gemma":0.0003853162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002216923,"about_ca_topic_score_gemma":0.00137809,"domain_scores_codex":[0.9988676,0.00005404246,0.0001870994,0.0002642593,0.0002700355,0.0003569051],"domain_scores_gemma":[0.9994988,0.0001256844,0.00006733873,0.0001154605,0.00002446332,0.0001682816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006335252,0.0002495891,0.6573933,0.0001564293,0.00001084157,0.00002058389,0.007050685,0.00000626542,0.004013706,0.002323633,0.003135966,0.3250054],"study_design_scores_gemma":[0.001518199,0.008948234,0.9630935,0.000509261,0.000005692094,0.00004617204,0.000866236,0.0001470787,0.002222677,0.001520355,0.0209567,0.000165876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9618379,0.0003499381,0.0002544732,0.01412835,0.0002411519,0.0002203617,0.000003299802,0.00007630915,0.02288815],"genre_scores_gemma":[0.9982942,0.00005600422,0.0008990417,0.0003720392,0.00007553976,0.0000237236,1.166794e-7,0.00000336083,0.0002760173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3248396,"threshold_uncertainty_score":0.3351339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09373198802596829,"score_gpt":0.3244720821445771,"score_spread":0.2307400941186089,"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."}}