{"id":"W4312019434","doi":"10.20960/nh.03723","title":"Ultra-processed food intake and risk of depression: a systematic review","year":2022,"lang":"es","type":"review","venue":"Nutrición Hospitalaria","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Medicine; Checklist; Systematic review; Depression (economics); Cochrane Library; MEDLINE; Cohort study; Family medicine; Environmental health; Meta-analysis; Psychology; Internal medicine","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":[0.01393019,0.001654056,0.009528411,0.009896722,0.000755253,0.002815187,0.002147844,0.002136453,0.00326797],"category_scores_gemma":[0.05044238,0.001427622,0.009173146,0.01034696,0.0009136604,0.002599019,0.001444725,0.001284646,0.0002903299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003411378,"about_ca_system_score_gemma":0.01276449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00632557,"about_ca_topic_score_gemma":0.0194662,"domain_scores_codex":[0.9862255,0.005081058,0.004909172,0.001060254,0.002375677,0.0003484337],"domain_scores_gemma":[0.9594775,0.02741554,0.008833487,0.000617344,0.003286335,0.0003698739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001695037,0.00001485612,0.001492234,0.968259,0.01240401,0.00007668767,0.0001461673,0.0000742678,0.000137108,0.0001045084,0.000729364,0.01639226],"study_design_scores_gemma":[0.0002566074,0.0002476864,0.007700092,0.8887234,0.09382692,0.0003301874,0.0002607692,0.000113412,0.0001806906,0.0002511309,0.008065253,0.0000438139],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001641411,0.9967308,0.0002319502,0.0003233907,0.0001215251,0.0004421985,0.0003531904,0.00000928038,0.0001461402],"genre_scores_gemma":[0.02892878,0.96627,0.00181917,0.0007850491,0.0001880229,0.001532241,0.0003578028,0.000007750846,0.0001112222],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01393019,"threshold_uncertainty_score":0.07367074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311978722339785,"score_gpt":0.2875431392955537,"score_spread":0.2644233520721558,"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."}}