{"id":"W3095415838","doi":"10.1186/s12913-020-05830-1","title":"Assessing and coping with the financial burden of computed tomography utilization in Limbe, Cameroon: a sequential explanatory mixed-methods study","year":2020,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"","keywords":"Medicine; Health administration; Confidence interval; Socioeconomic status; Logistic regression; Context (archaeology); Nursing research; Public health; Demography; Finance; Environmental health; Population; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006916043,0.0009143039,0.0006579308,0.001748427,0.002176915,0.001154165,0.0009197215,0.0009028827,0.002687405],"category_scores_gemma":[0.009044128,0.0009421934,0.0008889227,0.001623574,0.001242781,0.001457413,0.001561288,0.0007454729,0.0002047707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002692005,"about_ca_system_score_gemma":0.002960491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01214496,"about_ca_topic_score_gemma":0.01833979,"domain_scores_codex":[0.9969951,0.00211793,0.0001681251,0.0001795169,0.0001295793,0.0004097362],"domain_scores_gemma":[0.9955618,0.002690916,0.000889858,0.0002012575,0.0004653587,0.0001907307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00154798,0.005688628,0.7602646,0.001956805,0.0002947758,0.002702064,0.1672085,0.000706512,0.00146519,0.00144657,0.001060353,0.05565811],"study_design_scores_gemma":[0.0003788674,0.01048759,0.5671824,0.001605266,0.0004034681,0.001117462,0.4073253,0.004799338,0.001033777,0.001304538,0.004240491,0.0001214008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979784,0.0002399392,0.0005301062,0.0001153174,0.000008809877,0.0007680112,0.0001172957,0.000002120952,0.0002399083],"genre_scores_gemma":[0.9935096,0.000463655,0.002564636,0.0001688157,0.00001478084,0.002747986,0.0001533498,0.000002138421,0.0003749331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01214496,"threshold_uncertainty_score":0.03657597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205915203490484,"score_gpt":0.4866062865050246,"score_spread":0.3660147661559763,"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."}}