{"id":"W4234689778","doi":"10.4018/978-1-4666-6339-8.ch028","title":"Agent-Based Wellness Indicator","year":2014,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Visualization; Computer science; Software; Human–computer interaction; Process management; Engineering; Data mining","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001509377,0.0003451577,0.0003506918,0.0001092823,0.0001059294,0.0002943599,0.001530336,0.0002874328,0.00008245486],"category_scores_gemma":[0.00001459122,0.0003390961,0.0001773823,0.00003190287,0.00008794697,0.00005013465,0.0003361289,0.0001668671,0.001640865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176482,"about_ca_system_score_gemma":0.0002913382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009504591,"about_ca_topic_score_gemma":0.00001160247,"domain_scores_codex":[0.9982164,0.0000260846,0.0003513339,0.0005850008,0.0005393935,0.0002817692],"domain_scores_gemma":[0.9983014,0.00002721923,0.000292531,0.001073707,0.00006445825,0.0002406747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001780159,0.000006440267,0.000006163114,0.00002497642,0.00002518915,0.00002625592,0.000007857572,0.000005199579,0.000001004839,0.9685398,0.01631548,0.01503981],"study_design_scores_gemma":[0.0003557537,0.00005350647,0.000008271691,0.0001211292,0.00004254985,0.000008789113,8.09106e-7,0.005176353,0.0001143265,0.1595799,0.8339673,0.0005712213],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001298201,0.00003205381,0.3663456,0.00009450162,0.0004242861,0.00009820299,0.00008414938,0.0002070697,0.6327129],"genre_scores_gemma":[0.1804957,0.00001061799,0.01519826,0.0299418,0.00135336,0.00002992151,0.0002335811,0.0001986493,0.7725381],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8176519,"threshold_uncertainty_score":0.9999061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02078326180830473,"score_gpt":0.2696000166019913,"score_spread":0.2488167547936866,"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."}}