{"id":"W6949773183","doi":"10.5281/zenodo.4164995","title":"One Shot Keto","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Health, Technology, Consumer Behavior","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shot (pellet); Dispose pattern; One shot; Reduction (mathematics); Table (database)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009401403,0.0001562904,0.0002483161,0.0001871026,0.004257854,0.00009822789,0.00118759,0.0002599906,0.04021752],"category_scores_gemma":[0.00203814,0.0001806647,0.00004777799,0.0007875268,0.0001879677,0.0001753836,0.001653604,0.001381635,0.08276358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002649432,"about_ca_system_score_gemma":0.00002472827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004531946,"about_ca_topic_score_gemma":0.000001500238,"domain_scores_codex":[0.9968089,0.001007038,0.0004998838,0.0005497303,0.000382871,0.0007515099],"domain_scores_gemma":[0.9980447,0.00007386829,0.0001605802,0.0006139716,0.0006042192,0.0005026656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002094192,0.0002973879,0.0003816374,0.0005523307,0.00006710518,0.00003989967,0.009178524,0.000003895541,0.01900424,0.01628873,0.6230122,0.3309646],"study_design_scores_gemma":[0.0006817298,0.0002167393,0.004347778,0.0000492389,0.00001960031,0.000008481972,0.001145054,0.00006283732,0.000197318,0.00007801047,0.9930179,0.0001753561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2855813,0.0003635368,0.005939803,0.09947099,0.0007077721,0.005341445,0.0009696211,0.01452884,0.5870967],"genre_scores_gemma":[0.9905823,0.0001349508,0.0006706027,0.004164307,0.0003579971,3.318101e-7,0.000799948,0.002166619,0.001122986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7050009,"threshold_uncertainty_score":0.9970385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.27145465462454,"score_gpt":0.4030970464806108,"score_spread":0.1316423918560707,"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."}}