{"id":"W3086527119","doi":"10.1701/3421.34062","title":"VLCD E VLCKD nel trattamento di obesi affetti da diabete non insulinodipendente o prediabete: evidenze e riflessioni cliniche","year":2020,"lang":"en","type":"article","venue":"Recenti Progressi in Medicina","topic":"Diet and metabolism studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Obesity Network","funders":"","keywords":"Prediabetes; Medicine; Type 2 diabetes; Diabetes mellitus; Obesity; Calorie; Weight loss; Insulin; Internal medicine; Endocrinology; Disease","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":[0.0008752494,0.0006239499,0.001578776,0.0002412791,0.0001649603,0.00008901802,0.0004754518,0.0003673974,0.0002044104],"category_scores_gemma":[0.001207468,0.0004823687,0.0002995316,0.001026327,0.0003901437,0.0003285298,0.0003372236,0.001214377,0.0001873838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001120731,"about_ca_system_score_gemma":0.0002723214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001961565,"about_ca_topic_score_gemma":0.00001070809,"domain_scores_codex":[0.9949847,0.0002528639,0.001268361,0.001061074,0.001299094,0.001133928],"domain_scores_gemma":[0.9976255,0.00022201,0.000422708,0.000640453,0.0002245476,0.0008647756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008023762,0.001133361,0.700134,0.001491159,0.0003480075,0.0003790553,0.004267222,0.000001672944,0.004524424,0.00004080201,0.03750154,0.2493763],"study_design_scores_gemma":[0.01550783,0.002080176,0.6772212,0.005922913,0.001097933,0.00001254687,0.003155712,0.0008088698,0.005691414,0.0001196062,0.2874234,0.0009583828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317004,0.04123121,0.00007006177,0.01492472,0.002768236,0.002530255,0.00002590301,0.0003280608,0.00642115],"genre_scores_gemma":[0.9809297,0.01091713,0.0008808501,0.00351699,0.002010448,0.0003134873,0.0001095387,0.0001132627,0.001208645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2499218,"threshold_uncertainty_score":0.9997628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05661159498596269,"score_gpt":0.3429907652905474,"score_spread":0.2863791703045847,"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."}}