{"id":"W6984838938","doi":"","title":"","year":2023,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Humanities Research Group, University of Windsor; University of Hong Kong","keywords":"Relation (database); Set (abstract data type); Personality; Closure (psychology); Commons","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008910254,0.0009139177,0.001635398,0.0001541856,0.0007844722,0.003158463,0.007677246,0.0004431594,0.01837136],"category_scores_gemma":[0.0001412551,0.0003551659,0.0004325786,0.001237319,0.0002208336,0.002118198,0.002746517,0.0004091882,0.001527941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001766194,"about_ca_system_score_gemma":0.0001409594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07116313,"about_ca_topic_score_gemma":0.3778246,"domain_scores_codex":[0.9953149,0.0003804721,0.001181615,0.001407374,0.0008709454,0.0008447022],"domain_scores_gemma":[0.9964532,0.0004207301,0.002057687,0.0003795922,0.0003981407,0.0002906487],"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":[0.000146854,0.0006984164,0.02076413,0.0004378433,0.0009677228,0.00005805863,0.0004812629,0.000004060984,0.01864729,0.008878524,0.2188825,0.7300333],"study_design_scores_gemma":[0.000345129,0.0001098638,0.08198672,0.000933522,0.00006871946,0.000005296706,0.0002435568,0.000001790837,0.0007673848,0.0002080634,0.9143564,0.0009735841],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0237895,0.0003344081,0.000002485358,0.0003726523,0.002241497,0.005373494,0.0001007799,0.001593872,0.9661913],"genre_scores_gemma":[0.03050122,0.0003852234,0.00005135957,0.000162236,0.002052981,0.0006877702,0.001579431,0.0001663815,0.9644134],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7290598,"threshold_uncertainty_score":0.99989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0780406811103412,"score_gpt":0.3569487307691965,"score_spread":0.2789080496588553,"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."}}