{"id":"W2944224572","doi":"10.1016/j.jcjd.2019.04.020","title":"An Idiographic Investigation of Diabetic Alert Dogs' Ability to Learn From a Small Sample of Breath Samples From People With Type 1 Diabetes","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Izaak Walton Killam Health Centre; Dalhousie University","funders":"IWK Health Centre; Natural Sciences and Engineering Research Council of Canada; Queen's University; Dalhousie University; Queen's University Belfast","keywords":"Nomothetic and idiographic; Medicine; Sample (material); Type 2 diabetes; Diabetes mellitus; Endocrinology; Social psychology; Chromatography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.000185798,0.0002095306,0.0001747358,0.0006187655,0.0004506449,0.0002950921,0.0001632163,0.000442808,0.001687071],"category_scores_gemma":[0.00102247,0.0001269931,0.0001079261,0.000290168,0.0002271315,0.0001475379,0.0003803087,0.0004373553,0.0003051941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002268209,"about_ca_system_score_gemma":0.0001515857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00422853,"about_ca_topic_score_gemma":0.004955241,"domain_scores_codex":[0.9998639,0.00003681205,0.00001142385,0.00002884356,0.00002729906,0.00003176537],"domain_scores_gemma":[0.9994898,0.000139392,0.00007097798,0.00002439922,0.0001329991,0.0001424684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002855218,0.001592416,0.9359668,0.0001062363,0.00006655911,0.004771716,0.004340474,0.00007481679,0.03352514,0.00006174579,0.0007465611,0.01589226],"study_design_scores_gemma":[0.00002859238,0.002738949,0.9849337,0.000009550149,0.00003092759,0.00335363,0.003920206,0.0002042911,0.00374433,0.00002563293,0.0009990886,0.00001114765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986377,0.00006464436,0.00008193686,0.00004275984,0.000004290597,0.00001793813,0.0001388147,0.000004791641,0.001007164],"genre_scores_gemma":[0.9987442,0.00005705485,0.0002069981,0.00009144726,0.000004393878,0.00001348539,0.0001303919,0.000001632845,0.0007503622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00422853,"threshold_uncertainty_score":0.008407831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009484646368144951,"score_gpt":0.1813077246331931,"score_spread":0.1718230782650481,"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."}}