{"id":"W4412730783","doi":"10.37394/23208.2025.22.35","title":"The M.I.O.C. (Microbiota, Inflammation, Obesity, Cancer) Network","year":2025,"lang":"en","type":"article","venue":"WSEAS TRANSACTIONS ON BIOLOGY AND BIOMEDICINE","topic":"Diet and metabolism studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Inflammation; Cancer; Obesity; Medicine; Internal 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":[0.0002161918,0.0001305409,0.0002528603,0.0001094753,0.0005925823,0.000008703891,0.00006007573,0.0001122865,0.00004947318],"category_scores_gemma":[0.00001637745,0.00007264635,0.00005529988,0.0004013444,0.0005503932,0.00001902918,0.000006233433,0.0001863995,0.000008294001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002116273,"about_ca_system_score_gemma":0.00007464727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006597946,"about_ca_topic_score_gemma":0.0001394596,"domain_scores_codex":[0.9992694,0.0000401908,0.0002074148,0.0001936745,0.0000527686,0.0002365371],"domain_scores_gemma":[0.9995057,0.0001432033,0.00003836994,0.0001633371,0.00008545371,0.00006392993],"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":[0.001431095,0.0003062526,0.05256419,0.0002121661,0.001698495,0.000008089112,0.000398764,0.0000163127,0.02929306,0.01685651,0.02862611,0.8685889],"study_design_scores_gemma":[0.002173139,0.0003375126,0.2650802,0.0002615172,0.0005534756,0.000008790193,0.0002363696,0.00003902569,0.001612416,0.001930969,0.7276368,0.0001297609],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5987893,0.1026384,0.03278304,0.2314505,0.01098543,0.002342096,0.0001104089,0.0004624165,0.02043844],"genre_scores_gemma":[0.9698227,0.02098233,0.0001181924,0.001621121,0.000456863,0.00006839335,0.00001819577,0.000006325762,0.006905857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8684592,"threshold_uncertainty_score":0.4557724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008392073835249883,"score_gpt":0.2933755747084224,"score_spread":0.2849835008731725,"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."}}