{"id":"W2762914390","doi":"10.1109/mitp.2017.3680958","title":"Managing Diabetes Therapy through Datastream Mining","year":2017,"lang":"en","type":"article","venue":"IT Professional","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Diabetes mellitus; Computer science; Business; Medicine","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":[0.0003672909,0.0001684124,0.0001613249,0.00005009344,0.0008228318,0.0004646795,0.003451024,0.0000678618,0.00005624112],"category_scores_gemma":[0.00009803916,0.0001358168,0.00004362481,0.00006065644,0.0001189847,0.002333477,0.001821796,0.0001722483,0.00005649207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000203173,"about_ca_system_score_gemma":0.00007731676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001824414,"about_ca_topic_score_gemma":0.000004202235,"domain_scores_codex":[0.998564,0.00005861765,0.000191072,0.0004787087,0.0003418543,0.0003657163],"domain_scores_gemma":[0.9975761,0.0001181642,0.000224527,0.001977351,0.0000445185,0.00005930281],"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":[0.00001108894,0.0001876537,0.0290386,0.00002079682,0.00005091814,0.0000463755,0.001443772,9.192569e-7,0.001657043,0.02886771,0.3162945,0.6223806],"study_design_scores_gemma":[0.00291739,0.0005540047,0.1602018,0.00266329,0.00002369089,0.00004039282,0.0006170449,0.01821519,0.09218715,0.200978,0.5192502,0.00235181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5519994,0.0008296401,0.2236931,0.09005841,0.008964103,0.00140106,0.000353218,0.003551511,0.1191495],"genre_scores_gemma":[0.5922985,0.00007431617,0.4030291,0.002293205,0.0002553251,0.00008683336,0.00009148301,0.00002526886,0.00184599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6200288,"threshold_uncertainty_score":0.6412919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06114423355760439,"score_gpt":0.3581597970469284,"score_spread":0.297015563489324,"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."}}