{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0141846,0.0006158025,0.0003434062,0.001122333,0.0044793,0.004712466,0.001486948,0.003116586,0.06979267],"category_scores_gemma":[0.05252424,0.0004460053,0.0004361252,0.0006445665,0.0009573819,0.003155632,0.00630345,0.004026833,0.01516286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003093078,"about_ca_system_score_gemma":0.01306992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004858023,"about_ca_topic_score_gemma":0.02102335,"domain_scores_codex":[0.9929415,0.003375332,0.0002005783,0.0005001637,0.001824714,0.001157609],"domain_scores_gemma":[0.9034873,0.0254447,0.002923368,0.003551419,0.02328951,0.04130366],"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":[0.00149185,0.004778879,0.03712563,0.0007761199,0.00005527824,0.0006678682,0.0184901,0.0006851958,0.00427244,0.003456189,0.5726094,0.355591],"study_design_scores_gemma":[0.0007175312,0.004451796,0.07952236,0.0009912158,0.0001278041,0.0002951352,0.06662735,0.004297733,0.01022377,0.006776476,0.8256196,0.0003492758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4582446,0.0005952239,0.01256159,0.1115063,0.01212722,0.004130024,0.002113397,0.007846532,0.3908751],"genre_scores_gemma":[0.8069165,0.0002922141,0.02207554,0.008054046,0.000878172,0.002378982,0.001554783,0.0007669138,0.1570829],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06979267,"threshold_uncertainty_score":0.2334797,"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."}}