{"id":"W7135685912","doi":"","title":"Champions for Climate Leadership (C4CL): feedback and feedforward towards future knowledge mobilisation","year":2025,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Conestoga College; Queen's University","funders":"","keywords":"Control (management); Feed forward; Key (lock); Work (physics); Climate change; Action (physics)","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":[0.002988175,0.0001616135,0.0002182066,0.0006389024,0.002245542,0.0001477434,0.0004592059,0.0003020416,0.0001918412],"category_scores_gemma":[0.0008315275,0.0001895749,0.0001196533,0.001572135,0.001123588,0.000590381,0.0002336941,0.0004441849,0.00002036295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009890511,"about_ca_system_score_gemma":0.002023153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003218139,"about_ca_topic_score_gemma":0.00119157,"domain_scores_codex":[0.9970298,0.0007488308,0.0001912244,0.0005349779,0.0005405879,0.0009546142],"domain_scores_gemma":[0.9973567,0.0006655199,0.00006811599,0.0003353077,0.001276253,0.0002981131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00048443,0.0007879683,0.04791527,0.001396772,0.0001672752,0.00002233583,0.09208556,0.00002271541,0.00005078076,0.7805107,0.05653143,0.02002471],"study_design_scores_gemma":[0.0006689203,0.0001186861,0.0536953,0.00006667615,0.00003900512,3.477832e-7,0.4551306,0.00002625598,0.00005682454,0.004057948,0.4859206,0.0002188811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7582133,0.0002761429,0.0003789971,0.1409926,0.001250885,0.004150624,0.0001616783,0.0003478917,0.09422782],"genre_scores_gemma":[0.9629884,0.0004844453,0.0002883236,0.00005510163,0.0004514715,0.00002531615,0.0000769595,0.00001472218,0.03561522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7764528,"threshold_uncertainty_score":0.9990534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05917702861885399,"score_gpt":0.3782750109950208,"score_spread":0.3190979823761668,"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."}}