{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01339472,0.00009633397,0.0002055435,0.0003878818,0.0002660769,0.00002357879,0.000395613,0.00005351143,0.0002099961],"category_scores_gemma":[0.001510906,0.00007915308,0.00004875776,0.0001888786,0.00001735316,0.0004316811,0.0002351569,0.0003331521,0.00000619268],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285208,"about_ca_system_score_gemma":0.005870181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001049592,"about_ca_topic_score_gemma":0.000002557824,"domain_scores_codex":[0.9940295,0.0006051452,0.002888853,0.00006510236,0.0022333,0.0001781565],"domain_scores_gemma":[0.9944158,0.0004681563,0.001361835,0.0001290265,0.00329789,0.0003273014],"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":[0.001340261,0.001676688,0.002764885,0.009089317,0.0004756433,0.000002240707,0.08317622,0.221612,0.000001572929,0.03937652,0.01276015,0.6277245],"study_design_scores_gemma":[0.001417419,0.0001348885,0.0003098848,0.0009545597,0.00007145043,0.00000378684,0.009151255,0.9486606,0.000001743922,0.001033515,0.03818345,0.00007746724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5347218,0.0009395418,0.4529989,0.002001897,0.005805366,0.00255875,0.0001018958,0.00001941511,0.000852421],"genre_scores_gemma":[0.9908581,0.000111398,0.005724402,0.002445818,0.0002563877,0.0004737463,0.0001055275,0.000007667244,0.00001688992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7270486,"threshold_uncertainty_score":0.9997656,"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."}}