{"id":"W2776723170","doi":"10.1007/978-3-662-56291-8_7","title":"Self-aware Patient Agent Model","year":2017,"lang":"en","type":"book-chapter","venue":"Intelligent systems reference library","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Diabetes mellitus; Computer science; Sample (material); Self-management; Medicine; Psychology; Artificial intelligence; Physics","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":[0.0004955969,0.0003188946,0.0002636055,0.0002635306,0.0003136556,0.001477169,0.00138832,0.0008869899,0.008109222],"category_scores_gemma":[0.001028732,0.000212149,0.0004195881,0.0003264084,0.0003678835,0.001499846,0.0008562167,0.001013013,0.002696826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006494323,"about_ca_system_score_gemma":0.001074977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002852845,"about_ca_topic_score_gemma":0.003154954,"domain_scores_codex":[0.9997512,0.00006921613,0.00001585792,0.00005362894,0.00008399635,0.00002607949],"domain_scores_gemma":[0.9997596,0.00007452531,0.00001995853,0.00004700095,0.00006447106,0.00003451085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001232076,0.0002736568,0.001530043,0.0002045933,0.00007058185,0.0003772299,0.000424867,0.2024437,0.002867841,0.6016026,0.03408295,0.1559987],"study_design_scores_gemma":[0.0000429528,0.00006996833,0.0003968269,0.00005750374,0.00005098923,0.000277311,0.00008861332,0.7930471,0.001606244,0.1096861,0.09465341,0.00002301515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02071395,0.001028344,0.8180859,0.004743827,0.0005688115,0.000261981,0.001159292,0.001746331,0.1516915],"genre_scores_gemma":[0.5008913,0.002134494,0.3271348,0.001464974,0.0002561648,0.0004573845,0.001864544,0.0002302742,0.1655661],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008109222,"threshold_uncertainty_score":0.02712804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07950171356039881,"score_gpt":0.2884040504342428,"score_spread":0.208902336873844,"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."}}