{"id":"W4401421177","doi":"10.32920/26520751","title":"Where We Are and Where We Are Going in Nut Research","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Nuts composition and effects","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","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":[0.000761662,0.0003489921,0.0004942245,0.0006156802,0.0001590835,0.0006033651,0.0003056512,0.0005347438,0.0004779948],"category_scores_gemma":[0.00005932568,0.0003227656,0.0001161259,0.0003626747,0.0001003069,0.00007550905,0.001400685,0.002993185,0.0007796302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000362654,"about_ca_system_score_gemma":0.00005862536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002965851,"about_ca_topic_score_gemma":0.004630085,"domain_scores_codex":[0.9971016,0.0005307627,0.0003394234,0.0009195874,0.0005292158,0.0005793905],"domain_scores_gemma":[0.9986468,0.0003776464,0.00008683874,0.0005822359,0.000122916,0.0001835684],"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":[0.0007750478,0.0003258985,0.01147706,0.04932775,0.0001300606,0.001162585,0.006263452,0.0002418494,0.00372146,0.001547823,0.8835355,0.04149154],"study_design_scores_gemma":[0.003965603,0.0007926419,0.01481292,0.3007863,0.0001941025,0.0002161295,0.02227262,0.02617482,0.008911211,0.1034553,0.5148706,0.003547786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3781743,0.2101956,0.00004716796,0.2993588,0.006658199,0.002746557,0.00009165097,0.001110927,0.1016168],"genre_scores_gemma":[0.9725983,0.006871631,0.0008176297,0.0002844572,0.0008348675,0.0001482743,0.00002054379,0.0001565675,0.01826773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5944239,"threshold_uncertainty_score":0.9999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06504168596929405,"score_gpt":0.3746121805598947,"score_spread":0.3095704945906007,"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."}}