{"id":"W4409998490","doi":"10.1111/dom.16426/v1/review1","title":"Review for \"Social disadvantage and technology use among adults with type 1 diabetes in Quebec: A cross‐sectional study using data from the Canadian <scp>T1D</scp> (<scp>BETTER</scp>) Registry\"","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cross-sectional study; Disadvantage; Gerontology; Type 1 diabetes; Environmental health; Demography; Type 2 diabetes; Psychology; Medicine; Diabetes mellitus; Sociology; Political science; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01217199,0.00119469,0.004004582,0.01020574,0.003492988,0.004883778,0.004366681,0.003026783,0.03228373],"category_scores_gemma":[0.06454717,0.0008525256,0.003725965,0.01511549,0.001412872,0.001678361,0.001882335,0.0015393,0.005149778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02125413,"about_ca_system_score_gemma":0.1186631,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8007915,"about_ca_topic_score_gemma":0.8937127,"domain_scores_codex":[0.9930499,0.001562217,0.001402339,0.0003585401,0.00301821,0.0006088239],"domain_scores_gemma":[0.9025552,0.01878175,0.007022178,0.001766597,0.06698199,0.002892312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000870003,0.00003873681,0.003650665,0.03515498,0.0008233567,0.00004510357,0.0001743633,0.00003068018,0.00003274596,0.0002935709,0.9101292,0.0495396],"study_design_scores_gemma":[0.0009390248,0.00008728297,0.1128911,0.1954257,0.005297735,0.0001154274,0.000788971,0.0001171833,0.0001054321,0.0003614968,0.6837422,0.0001286018],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.004540801,0.6995851,0.0004703975,0.1024007,0.04418891,0.004967727,0.1167231,0.0003912285,0.02673203],"genre_scores_gemma":[0.03921474,0.7608902,0.003918797,0.0597212,0.01180039,0.007125489,0.0661919,0.0002800513,0.05085721],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9677163,"threshold_uncertainty_score":0.4007633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05695903482025335,"score_gpt":0.3573469860825246,"score_spread":0.3003879512622713,"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."}}