{"id":"W4412492063","doi":"10.2196/73424","title":"Impact of the Exposome in Type 1 Diabetes: Protocol for a Scoping Review","year":2025,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Exposome; Systematic review; Medicine; MEDLINE; Protocol (science); Documentation; Data extraction; Data science; Computer science; Alternative medicine; Environmental health; Pathology; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1385123,0.005705393,0.01092558,0.01634028,0.00596515,0.008143055,0.006402865,0.01083872,0.0991106],"category_scores_gemma":[0.1583688,0.006498073,0.0140706,0.01570164,0.005439902,0.009254831,0.009623999,0.00895779,0.02134323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0129318,"about_ca_system_score_gemma":0.06773226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003912045,"about_ca_topic_score_gemma":0.006508634,"domain_scores_codex":[0.9220839,0.03479292,0.0287792,0.004108739,0.00776739,0.002467966],"domain_scores_gemma":[0.8864619,0.0475199,0.01822123,0.01070703,0.03316033,0.003929597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008255648,0.0008479872,0.0009569672,0.7095488,0.001458128,0.001227199,0.005865252,0.002466927,0.004325005,0.0126856,0.1373877,0.1149747],"study_design_scores_gemma":[0.01720564,0.002188952,0.004129219,0.3687591,0.002463488,0.0008106784,0.002702992,0.001393952,0.00251209,0.01942461,0.577785,0.0006242702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001583134,0.000867978,0.002243997,0.0006028275,0.0003872034,0.9917685,0.003118814,0.0001079118,0.0007443478],"genre_scores_gemma":[0.0001124134,0.0005577483,0.004453488,0.0001904606,0.00003264019,0.9939697,0.0004216166,0.000007811065,0.0002542578],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1385123,"threshold_uncertainty_score":0.7325317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4534682499243456,"score_gpt":0.6569305048179176,"score_spread":0.203462254893572,"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."}}