{"id":"W4381988536","doi":"10.32413/pjph.v13i1.698","title":"Diabetes Mellitus: Assessment of Knowledge about Disease Before and after Implementing an Education Program","year":2023,"lang":"en","type":"article","venue":"Pakistan Journal of Public Health","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrition International","funders":"","keywords":"Medicine; Diabetes mellitus; Disease; Socioeconomic status; Session (web analytics); Knowledge level; Family medicine; Patient education; Physical therapy; Internal medicine; Population; Psychology","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":[0.001381969,0.0002983851,0.0004670432,0.0005635846,0.0004000756,0.000408663,0.0002589451,0.0004163377,0.003872671],"category_scores_gemma":[0.003376117,0.0002078672,0.0007023063,0.00042464,0.0001629154,0.0005113608,0.0004278214,0.0008739696,0.0004491519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003580109,"about_ca_system_score_gemma":0.0004307673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001375991,"about_ca_topic_score_gemma":0.002070658,"domain_scores_codex":[0.9994192,0.0001330341,0.00009303392,0.00006160237,0.0001839849,0.000109124],"domain_scores_gemma":[0.9975023,0.0006981631,0.0007630334,0.00008484158,0.0003107131,0.0006409742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002109808,0.0088092,0.952243,0.0001828846,0.0001792399,0.0001407428,0.00160037,0.0002328237,0.0009676676,0.00002581491,0.0004225578,0.03308592],"study_design_scores_gemma":[0.00006983322,0.007338076,0.990981,0.00002230267,0.00006428007,0.0001423967,0.0004909289,0.0001771754,0.0003500149,0.0000158477,0.000337269,0.00001084194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986224,0.00008881523,0.00004632192,0.00003296921,0.00000721608,0.00009214622,0.0001266719,0.00000643705,0.0009769839],"genre_scores_gemma":[0.9982748,0.0001272664,0.000211268,0.00002742353,0.00001250264,0.0001184886,0.0002402035,0.000001124197,0.000986946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003872671,"threshold_uncertainty_score":0.01295537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589521208481819,"score_gpt":0.4263657833923064,"score_spread":0.3904705713074882,"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."}}