{"id":"W7117253060","doi":"10.21083/caree.v1i1.8935","title":"Encouraging Knowledge Diffusion through the Peer Group Learning Model","year":2025,"lang":"","type":"article","venue":"Canadian Agri-food & Rural Advisory Extension and Education Journal","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Ministry of Agriculture","funders":"","keywords":"Peer group; Test (biology); Peer production; Peer-to-peer; Production (economics); Peer feedback; Peer education; Community of practice; Early adopter; Knowledge sharing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02443368,0.001227836,0.0006353783,0.002143398,0.00292616,0.004385203,0.003806792,0.002499285,0.01009874],"category_scores_gemma":[0.04798561,0.0006586598,0.001014931,0.001141143,0.004721014,0.008411868,0.01115434,0.002625994,0.00277286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001722455,"about_ca_system_score_gemma":0.003899285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001044194,"about_ca_topic_score_gemma":0.001445262,"domain_scores_codex":[0.9715745,0.0220407,0.0004461036,0.002006958,0.003132238,0.0007994929],"domain_scores_gemma":[0.9409214,0.04518137,0.003185599,0.004540968,0.002745137,0.003425489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009596753,0.01018756,0.01614243,0.004218667,0.0004669356,0.001748438,0.09354869,0.01571285,0.014825,0.1539954,0.01760998,0.6705844],"study_design_scores_gemma":[0.003175298,0.009631177,0.01154966,0.002570046,0.0006355958,0.002184685,0.03163487,0.09505051,0.01436034,0.5626063,0.2661715,0.0004300878],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.291441,0.001476234,0.4814467,0.01607304,0.0007105356,0.006992963,0.000127609,0.001520768,0.2002112],"genre_scores_gemma":[0.7776142,0.00108674,0.2020518,0.001302419,0.0003585994,0.00483525,0.00007802161,0.0001318085,0.01254122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02443368,"threshold_uncertainty_score":0.1292192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677824314612699,"score_gpt":0.2475853978484402,"score_spread":0.2308071547023132,"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."}}