{"id":"W4377693351","doi":"10.2337/dci22-0065","title":"Physical Activity for Type 2 Diabetes Prevention: Some Is Better Than None, More Is Better, and Earliest Is Best","year":2023,"lang":"en","type":"letter","venue":"Diabetes Care","topic":"Physical Activity and Health","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Canadian Institutes of Health Research; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval","keywords":"Medicine; Diabetes mellitus; Type 2 diabetes; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0037008,0.001063158,0.001716051,0.0009190154,0.008149528,0.004518486,0.00177777,0.07631823,0.01256853],"category_scores_gemma":[0.01563388,0.0008809696,0.001774092,0.0008706984,0.002331405,0.003890402,0.002125102,0.05570346,0.008341081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005839186,"about_ca_system_score_gemma":0.01196515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0427704,"about_ca_topic_score_gemma":0.0938587,"domain_scores_codex":[0.9959026,0.001009442,0.0005135732,0.0003892183,0.001288141,0.0008970758],"domain_scores_gemma":[0.9909923,0.003279433,0.0004770304,0.0002152397,0.001632844,0.003403086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00009316293,0.0001527797,0.00165567,0.00005695815,0.00002302984,0.001385197,0.0001756629,0.00005161467,0.0002394999,0.002184652,0.9821676,0.01181417],"study_design_scores_gemma":[0.0003424179,0.0002476658,0.005677106,0.0008530412,0.00007257027,0.001881802,0.001142622,0.0008006759,0.0002146537,0.007704792,0.9809493,0.0001133047],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005145458,0.0006985188,0.0000675191,0.9808816,0.01238533,0.00002620718,0.0000798246,0.0000242439,0.005322235],"genre_scores_gemma":[0.002159025,0.0006696245,0.00024319,0.9609565,0.02042762,0.00005423669,0.00004204478,0.00001937503,0.01542844],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07631823,"threshold_uncertainty_score":0.08504289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05006882485520351,"score_gpt":0.3348547821016881,"score_spread":0.2847859572464846,"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."}}