{"id":"W6991910066","doi":"","title":"From information to action: Exploring health information use among older adults with diabetes in Canada","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Real-Time Systems Scheduling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Diabetes mellitus; Health information; Information system; MEDLINE; Population; Public health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007135192,0.0007212682,0.0008280207,0.001159689,0.0006370642,0.0007879632,0.001194114,0.0003223245,0.00001501243],"category_scores_gemma":[0.0004813594,0.0007588465,0.0001065311,0.001832266,0.000009832486,0.02532913,0.0002161472,0.00117522,0.00008411957],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004734024,"about_ca_system_score_gemma":0.001322266,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.820054,"about_ca_topic_score_gemma":0.9206336,"domain_scores_codex":[0.9949121,0.000312832,0.001745278,0.0007532966,0.001373284,0.0009032161],"domain_scores_gemma":[0.9961962,0.0003141489,0.001230296,0.001139325,0.0006414063,0.0004786124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002423611,0.00007727338,0.005908123,0.002586494,0.0002477258,0.00002460655,0.001523789,0.009121521,0.0001364313,0.005662674,0.00006373176,0.9744053],"study_design_scores_gemma":[0.007912425,0.0006599416,0.8116755,0.04308996,0.0001586706,0.0000146122,0.02807341,0.02693493,0.03645547,0.001099787,0.03669833,0.007226942],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928574,0.00002967124,0.00006111942,0.0000570174,0.002534434,0.001709047,0.0003775241,0.000264558,0.002109239],"genre_scores_gemma":[0.9920156,0.00003532822,0.004827552,0.0005925802,0.00003982069,0.0007430579,0.001551961,0.00004309944,0.0001509931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9671783,"threshold_uncertainty_score":0.9994863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827391336046085,"score_gpt":0.2195980845374642,"score_spread":0.2013241711770033,"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."}}