{"id":"W4410827754","doi":"10.1186/s12885-025-14338-y","title":"Navigating cancer care in Cameroon: a theory-guided inquiry on patient experiences at Mbingo Baptist Hospital","year":2025,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Pfizer","keywords":"Surgical oncology; Medicine; Nursing; Family medicine; Oncology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002143771,0.0002941849,0.0005732156,0.0001335128,0.0002035106,0.00008460702,0.0003061468,0.0001659931,0.001007899],"category_scores_gemma":[0.0001441581,0.0003322702,0.0001558539,0.0003467948,0.0001897588,0.0002669179,0.0001463002,0.00029508,0.0001039359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001979925,"about_ca_system_score_gemma":0.0002084901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005676106,"about_ca_topic_score_gemma":0.005490542,"domain_scores_codex":[0.9978381,0.00002584196,0.000809178,0.00072729,0.00005691806,0.0005426325],"domain_scores_gemma":[0.998949,0.00008707219,0.0004226524,0.0003886097,0.00005365699,0.00009899757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000337371,0.0001450866,0.7559761,0.0001818461,0.00008196587,0.00001022206,0.09277683,0.002975599,0.00001512094,0.05558509,0.009099266,0.08281554],"study_design_scores_gemma":[0.009458029,0.001324779,0.512099,0.004359948,0.00006307376,0.000004284999,0.08825022,0.00182902,0.005766559,0.02077108,0.3516993,0.00437469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533072,0.02678756,0.0001164355,0.0004407078,0.003468893,0.0004465434,0.0001844934,0.00004171928,0.01520643],"genre_scores_gemma":[0.9948904,0.000927099,0.0001027267,0.001551635,0.0003143703,0.001154254,0.00001042367,0.00003477645,0.001014316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3426,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03068793927470439,"score_gpt":0.3023724191999766,"score_spread":0.2716844799252723,"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."}}