{"id":"W4414573263","doi":"10.63332/joph.v5i9.3413","title":"A Literature Review on the Role of Family Medicine in the Early Detection and Management of Type 2 Diabetes","year":2025,"lang":"en","type":"article","venue":"Journal of Posthumanism","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Diabetes mellitus; Intervention (counseling); Systematic review; Type 2 diabetes; Multidisciplinary approach; MEDLINE; Alternative medicine; Diabetes management","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":[0.0009036521,0.00006191748,0.0002021706,0.000161061,0.00002172585,0.000008011881,0.0001057135,0.00002160333,0.00001610877],"category_scores_gemma":[0.000054222,0.00002919833,0.00004193434,0.0003143301,0.00004263621,0.00004438313,0.00001578813,0.0001480202,6.982415e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001619076,"about_ca_system_score_gemma":0.000009946131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003242312,"about_ca_topic_score_gemma":9.588501e-7,"domain_scores_codex":[0.9993126,0.00006630038,0.0003055747,0.00005064092,0.000199955,0.00006489757],"domain_scores_gemma":[0.9994233,0.00007598373,0.0002218659,0.0001429895,0.0001236827,0.00001219855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00107744,0.001933391,0.04842995,0.03071048,0.002448551,0.00008002578,0.02331132,0.000004778725,0.077531,0.1583231,0.03283131,0.6233187],"study_design_scores_gemma":[0.001304981,0.002695945,0.9026217,0.05493715,0.0010345,0.000006878824,0.003391097,0.00002513988,0.001990913,0.009059403,0.0228526,0.00007961448],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180849,0.06283396,0.000002209157,0.005451814,0.0001591081,0.0003300748,3.114195e-7,0.000001637154,0.01313595],"genre_scores_gemma":[0.9777042,0.02021828,0.0000231147,0.001713725,0.0000536225,0.0000033504,8.780692e-7,0.000003475294,0.0002793975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8541918,"threshold_uncertainty_score":0.1190673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449325313526171,"score_gpt":0.2804588908359795,"score_spread":0.2659656377007178,"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."}}