{"id":"W4410318159","doi":"10.3332/ecancer.2025.1904","title":"Patterns of cancer in Needle Hospital, Hargeisa, Somaliland from July 2022 to June 2023","year":2025,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Internal medicine; Traditional 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003841831,0.0001680497,0.0004618498,0.000240846,0.00006800347,0.00002066164,0.000441229,0.0001004125,0.001634177],"category_scores_gemma":[0.000396263,0.0001472832,0.00007718031,0.001446529,0.0001786351,0.000141386,0.0001732041,0.0002747292,0.00004245887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002900116,"about_ca_system_score_gemma":0.000859216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0150174,"about_ca_topic_score_gemma":0.004880642,"domain_scores_codex":[0.9977441,0.00002931484,0.0004817433,0.0004751799,0.0007798299,0.0004897835],"domain_scores_gemma":[0.9990024,0.00009771615,0.0001041949,0.0003884545,0.0001219257,0.0002853176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009190346,0.000119693,0.928788,0.00007637973,0.00002789757,0.00005312908,0.0008455369,0.0001115365,0.006195211,0.0001113602,0.04076905,0.02281032],"study_design_scores_gemma":[0.001264399,0.0001804007,0.9493291,0.002249392,0.00004379139,0.000001347412,0.0007295954,0.0004456431,0.007366545,0.0003127095,0.03788844,0.0001886745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979183,0.00315444,0.000906927,0.01119156,0.001772151,0.0004278348,0.0001844926,0.0000285012,0.003151163],"genre_scores_gemma":[0.9907675,0.000638773,0.0002492166,0.004007393,0.0002044394,0.000116239,0.000007998679,0.000008477889,0.004000002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02262164,"threshold_uncertainty_score":0.9992785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248174790405656,"score_gpt":0.3505759330564925,"score_spread":0.3280941851524359,"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."}}