{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001494551,0.0005161754,0.0004390652,0.0001661506,0.006295105,0.0009251083,0.0005543568,0.0003022465,0.0006190399],"category_scores_gemma":[0.0008868758,0.0002203242,0.0002712791,0.0009327897,0.0003423211,0.0007404167,0.0001443256,0.001691507,0.00003377282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006913182,"about_ca_system_score_gemma":0.002501136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006628876,"about_ca_topic_score_gemma":0.01545356,"domain_scores_codex":[0.9964424,0.0006834527,0.0008205157,0.0005861086,0.0004326986,0.001034864],"domain_scores_gemma":[0.9968444,0.0002961645,0.0002979008,0.0001708448,0.001235255,0.001155398],"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":[0.0001022296,0.0003702733,0.01528204,0.0001025333,0.0001088121,0.000008793035,0.01023829,0.0002445412,0.005790164,0.008994693,0.1468882,0.8118694],"study_design_scores_gemma":[0.0005041633,0.0003785216,0.4792977,0.0007088875,0.000133977,0.0001981728,0.09444834,0.004445193,0.00003544987,0.04353637,0.3754748,0.0008384341],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.875363,0.01091428,0.00005649244,0.1003973,0.003262093,0.0005515098,0.000008793724,0.00003470137,0.009411843],"genre_scores_gemma":[0.9442575,0.003015834,0.0001011303,0.004037907,0.0007120884,0.00001943923,0.00005365104,0.000005718181,0.04779676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.811031,"threshold_uncertainty_score":0.9999861,"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."}}