{"id":"W6997110157","doi":"","title":"The two way relationship of Knowledge Exchange","year":2025,"lang":"en","type":"other","venue":"Edge Hill University Research Information Repository (Edge Hill University)","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Advice (programming); Component (thermodynamics); Set (abstract data type); Relation (database); Field (mathematics)","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":[0.01173613,0.0004441582,0.0004232175,0.002875827,0.007270407,0.0198997,0.001301196,0.005914811,0.0312923],"category_scores_gemma":[0.02930341,0.0007296243,0.000705985,0.003942378,0.02055109,0.03349105,0.01237858,0.006708059,0.005864796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002766046,"about_ca_system_score_gemma":0.003513585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001697498,"about_ca_topic_score_gemma":0.001670027,"domain_scores_codex":[0.9831526,0.01207352,0.0004040593,0.001134456,0.002591041,0.0006442004],"domain_scores_gemma":[0.9729503,0.01848141,0.001874095,0.003194837,0.001954627,0.001544834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002181445,0.00002209365,0.0007642776,0.0001185925,0.00002248098,0.000136121,0.01006464,0.0001376119,0.0001754886,0.9494648,0.01624648,0.02282566],"study_design_scores_gemma":[0.00003328203,0.00006561054,0.001191597,0.0003524525,0.00002817147,0.0006726206,0.01063731,0.0007498704,0.000448726,0.6273907,0.3583755,0.00005411004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01414587,0.003159987,0.06258389,0.09125026,0.001819415,0.000128813,0.0001403571,0.0003318756,0.8264395],"genre_scores_gemma":[0.7797611,0.008359767,0.04287528,0.01415739,0.001133567,0.0007655739,0.0001680648,0.0005203701,0.1522589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0312923,"threshold_uncertainty_score":0.1046832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04973281047366332,"score_gpt":0.3039057824807836,"score_spread":0.2541729720071203,"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."}}