{"id":"W4399652171","doi":"10.1177/00178969241258818","title":"Needs assessment and patient-guided development of a video-based diabetic retinopathy patient education tool","year":2024,"lang":"en","type":"article","venue":"Health Education Journal","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Eye Institute; Research to Prevent Blindness","keywords":"Cohort; Context (archaeology); Medicine; Patient education; Diabetic retinopathy; Medical education; Information needs; Cohort study; Family medicine; Nursing; Psychology; Diabetes mellitus; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01031335,0.0005398096,0.0002990906,0.001711337,0.0007981448,0.001022501,0.001202134,0.0007591749,0.004544407],"category_scores_gemma":[0.02901094,0.0003126477,0.0004638289,0.0005071398,0.0003114001,0.001322582,0.001610971,0.0008370792,0.0005731335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001394743,"about_ca_system_score_gemma":0.003177429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001517346,"about_ca_topic_score_gemma":0.003194604,"domain_scores_codex":[0.9949705,0.0036311,0.0003126306,0.0001840278,0.0005531054,0.0003486915],"domain_scores_gemma":[0.9875586,0.008680629,0.0008033737,0.0003319699,0.001819476,0.0008059652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001446513,0.01021813,0.06985483,0.003630755,0.00006635329,0.002655398,0.1238963,0.002284195,0.02049625,0.002031808,0.01567189,0.7477476],"study_design_scores_gemma":[0.002765656,0.02946849,0.3277082,0.008796084,0.0005886257,0.007313263,0.3290275,0.05088851,0.05184557,0.007011691,0.1838277,0.0007587374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9313627,0.0002162177,0.03722953,0.002527865,0.0001127831,0.01250578,0.0009129064,0.0006640123,0.01446819],"genre_scores_gemma":[0.8040866,0.0004377835,0.1801781,0.0004772082,0.00004516279,0.01053798,0.0007172597,0.00005329883,0.003466723],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01031335,"threshold_uncertainty_score":0.05454284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352228737985722,"score_gpt":0.3728079590725691,"score_spread":0.3492856716927119,"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."}}