{"id":"W4416685776","doi":"10.1016/j.jcjd.2025.10.007","title":"The Libre Enabled Reduction of A1c Through Effective Eating and Exercise Study (LIBERATE): A Real-World Cohort Study Compared to Usual Specialist Diabetes Care","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Diabetes mellitus; Cohort study; Reduction (mathematics); Cohort; Primary care; Specialist care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002166717,0.0006785835,0.001241599,0.000482178,0.001437926,0.001945092,0.0007676946,0.001399247,0.004155275],"category_scores_gemma":[0.00363954,0.0009976545,0.001763246,0.0007552214,0.0006123185,0.001187489,0.00201524,0.001947342,0.0009579815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205504,"about_ca_system_score_gemma":0.00115303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02070876,"about_ca_topic_score_gemma":0.03069349,"domain_scores_codex":[0.9986981,0.0005806016,0.00008653567,0.0002474988,0.0001290059,0.0002580912],"domain_scores_gemma":[0.9980089,0.0004513248,0.0004077811,0.0002570135,0.0002580843,0.0006168454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1466853,0.01937625,0.8023971,0.0006721721,0.006516757,0.0006269683,0.001617901,0.0002120205,0.001670784,0.0003037585,0.00318958,0.01673141],"study_design_scores_gemma":[0.0143669,0.02096425,0.9567029,0.000153513,0.003275722,0.0002320036,0.001524902,0.0003811932,0.0002771434,0.0001418721,0.001873467,0.0001059856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976838,0.0003080946,0.00008572564,0.0001654976,0.0000364474,0.0001344806,0.001007763,0.000007909638,0.0005703565],"genre_scores_gemma":[0.9956079,0.000314114,0.0004337221,0.0003911606,0.00007231653,0.0002936435,0.001306459,0.0000145616,0.001566119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02070876,"threshold_uncertainty_score":0.04117644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046783239669033,"score_gpt":0.2760963159708076,"score_spread":0.2656284835741172,"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."}}