{"id":"W4410324997","doi":"10.3233/shti250248","title":"False Calm and False Alarm: A Qualitative Study of Confusion and Misinterpretation of a Laboratory Results Graph","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Confusion; Computer science; Graph; ALARM; Context (archaeology); Psychology; Theoretical computer science; Engineering","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":[0.05659886,0.001088787,0.001240116,0.00195347,0.008292716,0.004942849,0.002733784,0.003327904,0.001916136],"category_scores_gemma":[0.1211096,0.001062301,0.000716836,0.001103885,0.01561814,0.007246228,0.006989239,0.005209447,0.0004113161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005405326,"about_ca_system_score_gemma":0.005303034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005432552,"about_ca_topic_score_gemma":0.005807152,"domain_scores_codex":[0.9204829,0.06867433,0.001999751,0.002267231,0.004112961,0.002462879],"domain_scores_gemma":[0.7686415,0.2031014,0.009261961,0.003763975,0.01118857,0.004042571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003150292,0.00002413149,0.001417002,0.0001124862,0.000004490487,0.0003285966,0.9951099,0.00002352813,0.0005868203,0.0003240638,0.0002238371,0.001813662],"study_design_scores_gemma":[0.000007449767,0.0001034678,0.0008358355,0.0002084181,0.000008371087,0.0003254826,0.992206,0.0002815788,0.000635965,0.0004689115,0.00488737,0.00003098296],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813199,0.0005282927,0.01142094,0.003694135,0.0001031839,0.000226554,0.00009019982,0.00007512287,0.00254166],"genre_scores_gemma":[0.9929315,0.0003415571,0.003546409,0.001501532,0.00003539176,0.0002408837,0.0000373972,0.00008457298,0.001280673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05659886,"threshold_uncertainty_score":0.299327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06746380317383872,"score_gpt":0.5270977694252549,"score_spread":0.4596339662514162,"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."}}