{"id":"W4410325579","doi":"10.3233/shti250249","title":"Is There Value Without Context? A Survey Evaluating How Laboratory Test Results Are Presented to Patients in Canada","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Receipt; Context (archaeology); Comprehension; Health care; Test (biology); Health literacy; Medicine; Demographics; Anxiety; Literacy; Health professionals; Family medicine; Psychology; Medical education; Computer science; Psychiatry; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004525406,0.0001711289,0.0003632209,0.00123708,0.005004983,0.002713136,0.001038839,0.000708472,0.002423051],"category_scores_gemma":[0.02432522,0.0003257969,0.0004960747,0.003980194,0.002454349,0.001133086,0.001560618,0.001842041,0.0001923946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06535958,"about_ca_system_score_gemma":0.09749022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9753881,"about_ca_topic_score_gemma":0.9798802,"domain_scores_codex":[0.9934798,0.001314746,0.0006859156,0.0003474917,0.002490628,0.001681345],"domain_scores_gemma":[0.9738072,0.006154324,0.004315489,0.0003181446,0.008972517,0.006432286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002681399,0.0002473868,0.902371,0.0004329728,0.00006870626,0.0004926042,0.03584984,0.0001441509,0.0003170934,0.0006117322,0.01373749,0.04545884],"study_design_scores_gemma":[0.00002314654,0.0001650507,0.9202334,0.0003684167,0.00003247772,0.0001810997,0.06743661,0.0003453745,0.0001166077,0.0001002015,0.01093892,0.00005874682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741448,0.001146978,0.0001565558,0.01197883,0.00004952219,0.0002028265,0.001736731,0.00002321678,0.01056063],"genre_scores_gemma":[0.9963018,0.0008358945,0.0002409511,0.001701595,0.00001384671,0.00003651882,0.0003046569,0.000007023826,0.0005576588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06535958,"threshold_uncertainty_score":0.4742192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2210087034021023,"score_gpt":0.4733935199908335,"score_spread":0.2523848165887312,"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."}}