{"id":"W6958685649","doi":"10.6084/m9.figshare.24574036.v5","title":"The Canadian Information Ecosystem","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Plant Diversity and Evolution","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecosystem; Information system; Ecosystem approach; Climate change","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002025391,0.0007432597,0.0010039,0.006053874,0.006969427,0.008866938,0.002133684,0.002037765,0.5894875],"category_scores_gemma":[0.01503204,0.0008801122,0.0005892453,0.01644646,0.001029117,0.003257354,0.002154782,0.001744413,0.2694267],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03207102,"about_ca_system_score_gemma":0.09235308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9650481,"about_ca_topic_score_gemma":0.9805806,"domain_scores_codex":[0.9966306,0.0001165392,0.0001254509,0.0002426478,0.002265121,0.0006197169],"domain_scores_gemma":[0.9731078,0.001344549,0.0003511555,0.001175626,0.02100676,0.003014153],"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":[0.000007149043,0.000003196667,0.0002154239,0.00004677531,0.000001358295,0.000009794199,0.00002320892,0.00001728008,0.00002534459,0.00166147,0.9884333,0.009555805],"study_design_scores_gemma":[0.000003505712,0.000001832404,0.002079453,0.00006395326,0.00000241349,0.000007530411,0.00009494393,0.00003675015,0.00003900227,0.0002138014,0.9974439,0.00001297961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0007161176,0.001131595,0.000517367,0.01078738,0.001313273,0.0002855091,0.2385681,0.001565795,0.7451149],"genre_scores_gemma":[0.006991826,0.002479386,0.001827087,0.002817939,0.0002109626,0.0001863252,0.06775716,0.001225869,0.9165035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.967929,"threshold_uncertainty_score":0.5855463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03503072163869338,"score_gpt":0.1671355059848554,"score_spread":0.132104784346162,"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."}}