{"id":"W7101391347","doi":"10.21083/crrf.v27i1.8644","title":"Contributions to Community by the Institute of Island Studies, UPEI","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Government (linguistics); Work (physics); Agency (philosophy); Exposition (narrative)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003722347,0.0006108228,0.001300043,0.004675283,0.007076194,0.005009436,0.001716405,0.001530469,0.06284566],"category_scores_gemma":[0.01229434,0.000564973,0.000477086,0.004198434,0.001183946,0.001918194,0.009548687,0.003879096,0.009395945],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008993946,"about_ca_system_score_gemma":0.07834421,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2565656,"about_ca_topic_score_gemma":0.5254248,"domain_scores_codex":[0.9945517,0.0004957676,0.0002052468,0.0004696737,0.002856238,0.001421415],"domain_scores_gemma":[0.9556648,0.00108309,0.0004420223,0.00146917,0.02135849,0.01998233],"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":[0.0001125999,0.00009535364,0.005350768,0.00033416,0.00002683741,0.0003615094,0.001236746,0.00008028065,0.0008947115,0.01079171,0.8868752,0.09384015],"study_design_scores_gemma":[0.00001322475,0.000008824803,0.02186043,0.0001709179,0.00001224607,0.0001169138,0.001193437,0.00009818146,0.0001603755,0.0007648134,0.9755828,0.00001786103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02741035,0.02870535,0.003030235,0.2522274,0.06177698,0.002092174,0.02194235,0.001249571,0.6015657],"genre_scores_gemma":[0.1138251,0.01497114,0.01132481,0.02179537,0.00618342,0.001052539,0.009024854,0.0009837893,0.8208389],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9910061,"threshold_uncertainty_score":0.5101445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03180551875458805,"score_gpt":0.2806957018839924,"score_spread":0.2488901831294044,"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."}}