{"id":"W4403090119","doi":"10.2337/9781580405690.ch19","title":"Behavioral Strategies for Improving Self-Management","year":2017,"lang":"en","type":"book-chapter","venue":"American Diabetes Association eBooks","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"Self-management; Psychology; Computer science; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003128691,0.00052182,0.0008056402,0.0001103502,0.000493986,0.000213906,0.000468195,0.0003900226,0.0002998553],"category_scores_gemma":[0.000009572027,0.0004902811,0.0004352656,0.00001078251,0.0002260907,0.00006150062,0.0001373183,0.0004024589,0.0002384998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003570139,"about_ca_system_score_gemma":0.00002906999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001182698,"about_ca_topic_score_gemma":0.00006822174,"domain_scores_codex":[0.9976645,0.00004070863,0.0004845126,0.0007488682,0.0003427232,0.0007187338],"domain_scores_gemma":[0.997149,0.0001615959,0.001801713,0.0005981816,0.0001796619,0.000109871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004496126,0.0002059879,0.006037494,0.00007340524,0.00148117,0.00001782094,0.001316638,1.522305e-7,0.00003144825,0.114954,0.02247487,0.853362],"study_design_scores_gemma":[0.001236723,0.001399036,0.01486562,0.00006633379,0.001764441,4.51895e-7,0.0009237752,0.000001655156,0.000008540347,0.0242812,0.9541036,0.001348621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009369139,0.0002334694,0.00002921858,0.0001688162,0.001353635,0.001117094,0.0003381131,0.0003778112,0.9870127],"genre_scores_gemma":[0.1519373,0.00001869069,0.0006211918,0.0004818747,0.0005101537,0.0007341687,0.00008789009,0.0001084816,0.8455003],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9316287,"threshold_uncertainty_score":0.9997549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07582750407027923,"score_gpt":0.3275274214478532,"score_spread":0.251699917377574,"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."}}