{"id":"W4205347349","doi":"10.1016/j.ijmedinf.2022.104693","title":"Semantic knowledge modeling and evaluation of argument Theory to develop dialogue based patient education systems for chronic disease Self-Management","year":2022,"lang":"en","type":"article","venue":"International Journal of Medical Informatics","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Health Authority; Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Credibility; Argument (complex analysis); Computer science; Grounded theory; Knowledge management; Qualitative research; Psychology; Epistemology; Medicine; Sociology","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":[0.007003292,0.0007288449,0.0004740235,0.001923927,0.001076887,0.003330182,0.001542842,0.001466597,0.007784697],"category_scores_gemma":[0.02837532,0.0003335645,0.001057566,0.0008222696,0.001236071,0.004871399,0.002477519,0.001592974,0.0006972276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00199799,"about_ca_system_score_gemma":0.002757904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003420312,"about_ca_topic_score_gemma":0.003449708,"domain_scores_codex":[0.9956714,0.00298353,0.0002787892,0.0003616671,0.0005545163,0.0001500753],"domain_scores_gemma":[0.9703128,0.0252464,0.000513694,0.001289485,0.0023022,0.0003355388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002116617,0.004792534,0.01802865,0.00200944,0.0003252255,0.0007464637,0.02647864,0.1104867,0.01771886,0.2764534,0.006972773,0.5338706],"study_design_scores_gemma":[0.0003301232,0.0006395658,0.002672169,0.0005134774,0.0003366229,0.000198657,0.005605972,0.832395,0.02051161,0.115847,0.02086863,0.00008123591],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2667342,0.0001836857,0.7060947,0.001996449,0.0001357279,0.001447026,0.0008721054,0.00277328,0.01976287],"genre_scores_gemma":[0.613766,0.00007409984,0.3831585,0.0001408294,0.00001231366,0.0005055957,0.0008268584,0.0001590294,0.001356875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007784697,"threshold_uncertainty_score":0.03703737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05706722151780141,"score_gpt":0.4590936205249136,"score_spread":0.4020263990071122,"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."}}