{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008993506,0.0001987771,0.0003772122,0.00005579547,0.003010573,0.0001312094,0.000681622,0.0001343141,0.0000464746],"category_scores_gemma":[0.002877875,0.00008536239,0.0001277462,0.001578802,0.0008085828,0.0003965886,0.0002242145,0.0002223332,0.000004866122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006232381,"about_ca_system_score_gemma":0.0001968027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0239414,"about_ca_topic_score_gemma":0.6195236,"domain_scores_codex":[0.9986522,0.00008341265,0.0006115717,0.000172738,0.0001878536,0.0002922522],"domain_scores_gemma":[0.9972289,0.0001700196,0.0004894316,0.00009618737,0.001907761,0.0001076751],"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":[0.000109828,0.0003509388,0.3656361,0.0009648276,0.001476656,1.084152e-7,0.001591058,0.00007800588,0.01793358,0.1967747,0.403362,0.01172214],"study_design_scores_gemma":[0.0005917944,0.0004211649,0.3750112,0.001251271,0.0005881406,0.000003612646,0.01106577,0.00009784695,0.002999267,0.02417051,0.5833322,0.0004671892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8759169,0.003110609,0.00002563285,0.1096584,0.00166107,0.002253018,0.0005926711,0.00001569106,0.006766049],"genre_scores_gemma":[0.996511,0.0006195435,0.000009656218,0.001055838,0.00007210291,0.00005811361,0.0000323036,0.000001472786,0.001640014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5955822,"threshold_uncertainty_score":0.9982874,"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."}}