{"id":"W3197817230","doi":"10.3390/electronics10182194","title":"Active Sense: Early Staging of Non-Insulin Dependent Diabetes Mellitus (NIDDM) Hinges upon Recognizing Daily Activity Pattern","year":2021,"lang":"en","type":"article","venue":"Electronics","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Diabetes mellitus; Medicine; Risk factor; Subject (documents); Internal medicine; Artificial intelligence; Computer science; Endocrinology","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":[0.0006755381,0.0003256039,0.0005533518,0.000181443,0.0001791511,0.0002597942,0.0005138018,0.0001549302,0.00002218407],"category_scores_gemma":[0.0001590515,0.000366412,0.0001873411,0.0006272825,0.00003179113,0.0010735,0.0004071049,0.0006444551,0.00004264691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003875722,"about_ca_system_score_gemma":0.0005472127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001869512,"about_ca_topic_score_gemma":0.0007962013,"domain_scores_codex":[0.9968247,0.000456023,0.0004236344,0.0008403048,0.0006310577,0.0008243276],"domain_scores_gemma":[0.9974884,0.0006249025,0.0004430414,0.0008452458,0.0004547983,0.0001436223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002068372,0.0001971497,0.001699774,0.00007761564,0.0001925651,0.00005568191,0.001389858,0.00002050134,0.1195166,0.00002294599,0.00009793518,0.8767087],"study_design_scores_gemma":[0.0008719258,0.0002503835,0.00966006,0.0001886613,0.00004571917,0.00003834723,0.0001526953,0.009157259,0.9758922,0.0003908701,0.00278363,0.0005682237],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8783446,0.00197029,0.1180699,0.000421934,0.000403986,0.000265325,0.000189254,0.0001463884,0.000188327],"genre_scores_gemma":[0.9985408,0.0003420386,0.0007422934,0.0001123903,0.00009305971,0.00003181775,0.00004711064,0.00003007748,0.00006037219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8761405,"threshold_uncertainty_score":0.9998788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613787790584485,"score_gpt":0.2430626828587941,"score_spread":0.2269248049529493,"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."}}