{"id":"W2056894344","doi":"10.1177/1363459305050587","title":"Reconstituting populations through evidence-based medicine: an ethnographic account of recommending procedures for diagnosing type 2 diabetes in clinical practice guidelines","year":2005,"lang":"en","type":"article","venue":"Health An Interdisciplinary Journal for the Social Study of Health Illness and Medicine","topic":"Diabetes Management and Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Diabetes Canada","keywords":"Ethnography; Clinical Practice; Medicine; Type 2 diabetes; Family medicine; Diabetes mellitus; Sociology; Anthropology; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.04320163,0.0007072129,0.0005585041,0.003781482,0.01443579,0.01045367,0.002823207,0.003290969,0.001702932],"category_scores_gemma":[0.08408566,0.001221047,0.0004329754,0.002731547,0.04033802,0.01482539,0.01105932,0.005646011,0.0001959209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006557642,"about_ca_system_score_gemma":0.006702321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01119168,"about_ca_topic_score_gemma":0.02127394,"domain_scores_codex":[0.8915475,0.1006332,0.001634048,0.001394332,0.002459207,0.00233171],"domain_scores_gemma":[0.8776726,0.1123589,0.004517401,0.002120693,0.001696298,0.001634212],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008461859,0.00001442522,0.0007271682,0.00003607652,0.000002444823,0.0002186162,0.9931623,0.00002011123,0.00009007932,0.003730476,0.0002004607,0.001789416],"study_design_scores_gemma":[0.000007439559,0.0000275655,0.0006473265,0.0001662092,0.000005010274,0.0002808245,0.9887586,0.0001190433,0.0001073942,0.002429802,0.007438655,0.00001212325],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9155482,0.002098987,0.01967095,0.03425036,0.0002871501,0.0006598842,0.0001180704,0.0000574533,0.02730893],"genre_scores_gemma":[0.9889889,0.001423411,0.005722054,0.002217137,0.00008328263,0.000288779,0.00003800193,0.00004140813,0.001196973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9855642,"threshold_uncertainty_score":0.2284747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4014699668510443,"score_gpt":0.6057403537950369,"score_spread":0.2042703869439926,"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."}}