{"id":"W4362520107","doi":"10.3390/nu15071691","title":"Where We Are and Where We Are Going in Nut Research","year":2023,"lang":"en","type":"editorial","venue":"Nutrients","topic":"Nuts composition and effects","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Institució Catalana de Recerca i Estudis Avançats","keywords":"Nut; Engineering","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009425684,0.0004366976,0.0006951104,0.0007955442,0.0003677582,0.0003517893,0.0004740382,0.001252517,0.00005945295],"category_scores_gemma":[0.0009639215,0.0004587956,0.000114215,0.0009840974,0.0001299788,0.0001974667,0.0003307686,0.002735867,0.0009000322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006110886,"about_ca_system_score_gemma":0.00008046233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001299868,"about_ca_topic_score_gemma":0.001003319,"domain_scores_codex":[0.9952208,0.0006863933,0.0004450785,0.0009563474,0.001723903,0.000967482],"domain_scores_gemma":[0.9964035,0.002149309,0.0002454641,0.0005692081,0.0003611429,0.0002713348],"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":[0.0007465228,0.0001772485,0.00236393,0.003725333,0.00002440244,0.0002338328,0.0006973919,0.000001872516,0.00007441937,0.000005212339,0.9901736,0.001776248],"study_design_scores_gemma":[0.002589824,0.0002649231,0.0005984978,0.02374523,0.00002323192,0.000001863584,0.0007597711,0.00006023479,0.0001106385,0.0004156349,0.9710028,0.0004273909],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.008215588,0.01484693,0.000001484814,0.00604934,0.9686419,0.0009076745,0.000246597,0.0002931614,0.0007972729],"genre_scores_gemma":[0.008211956,0.02008066,0.0000868698,0.00005615378,0.959878,0.0002686921,0.0003500552,0.0004462952,0.01062133],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02001989,"threshold_uncertainty_score":0.9998779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03833462400763389,"score_gpt":0.3589218742502069,"score_spread":0.3205872502425731,"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."}}