{"id":"W4392385832","doi":"10.1186/s13643-024-02488-2","title":"Contribution of environmental determinants to the risk of developing type 2 diabetes mellitus in a life-course perspective: a systematic review protocol","year":2024,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université Laval","funders":"Université Laval","keywords":"Medicine; CINAHL; Built environment; Grey literature; Life course approach; Neighbourhood (mathematics); Environmental health; Type 2 Diabetes Mellitus; Protocol (science); Population; Gerontology; Environmental planning; MEDLINE; Psychological intervention; Nursing; Geography; Alternative medicine; Diabetes mellitus; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01708092,0.0009206352,0.00928555,0.000171514,0.00009731227,0.00003215446,0.001026753,0.0002294131,0.0001823971],"category_scores_gemma":[0.009224941,0.0004737146,0.0009796082,0.001294728,0.0001871104,0.0001430749,0.0005023698,0.0005820958,0.003137529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001657616,"about_ca_system_score_gemma":0.0001888122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005404791,"about_ca_topic_score_gemma":0.00005580026,"domain_scores_codex":[0.9818642,0.009085692,0.006417986,0.001038547,0.0009787605,0.0006148333],"domain_scores_gemma":[0.9916264,0.001084462,0.005326472,0.001733652,0.00002967127,0.0001992724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001341524,0.00007225293,0.00006038708,0.9930853,0.0001932258,0.000005195737,0.0003477838,7.775893e-7,9.491861e-7,0.00001555376,0.00009788432,0.006119363],"study_design_scores_gemma":[0.0001105037,0.00008804598,0.00004179271,0.9518099,0.006870055,0.00002164941,0.000137432,0.00003023882,0.000002142799,0.00002809784,0.04042478,0.0004353783],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000961738,0.6516617,0.00004038131,0.00002825848,0.00007833352,0.3480746,0.00005233322,0.00001022025,0.00004456071],"genre_scores_gemma":[0.000123705,0.7366318,0.0001331879,0.000103769,0.00002193413,0.2628778,0.000006687981,0.00006096088,0.00004018954],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08519686,"threshold_uncertainty_score":0.9997715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03572579958532843,"score_gpt":0.3718835029363718,"score_spread":0.3361577033510434,"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."}}