{"id":"W6968453733","doi":"10.5281/zenodo.4455337","title":"How Does One Shot Keto Reduce Body Fat?","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diet and metabolism studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shot (pellet); Ketosis; Boosting (machine learning); Ideal (ethics); Fat body; One shot","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006174999,0.0004048242,0.0007701368,0.0006395098,0.0005164822,0.001558181,0.0004687222,0.001332596,0.02471252],"category_scores_gemma":[0.00154753,0.00016655,0.0007653992,0.0003901688,0.0006500515,0.00162307,0.0004754179,0.00206003,0.008552959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003741445,"about_ca_system_score_gemma":0.00052918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002091623,"about_ca_topic_score_gemma":0.003925774,"domain_scores_codex":[0.9997583,0.00005144517,0.00001725825,0.00004374923,0.00008422959,0.00004492771],"domain_scores_gemma":[0.9997285,0.00008405456,0.00003938668,0.00002421771,0.0000601358,0.00006366574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008162196,0.00381047,0.003153709,0.004599299,0.0005870748,0.000472807,0.0003034917,0.0001543828,0.01566008,0.006479621,0.1075159,0.8491009],"study_design_scores_gemma":[0.003695262,0.01406088,0.0266392,0.00550913,0.001352696,0.004364018,0.002884984,0.0006014275,0.03177193,0.02527765,0.8836169,0.0002259025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2353939,0.3822102,0.01784063,0.17124,0.02706234,0.001021962,0.004418324,0.002720684,0.1580918],"genre_scores_gemma":[0.4163173,0.3012907,0.029908,0.07016396,0.006222156,0.0007936272,0.002553737,0.001118346,0.1716322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02471252,"threshold_uncertainty_score":0.08267164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07093007420740502,"score_gpt":0.2846180930718142,"score_spread":0.2136880188644092,"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."}}