{"id":"W4413901451","doi":"10.5194/egusphere-2025-3753","title":"Development of GreenDealz: A public engagement toolkit addressing critical raw materials and the EU Green Deal at informal education settings","year":2025,"lang":"en","type":"article","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Horizon 2020; HORIZON EUROPE Framework Programme; University College Dublin; European Commission","keywords":"Public engagement; Political science; Engineering ethics; Sociology; Public relations; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.003733518,0.0000930403,0.0001512617,0.0001114911,0.001057562,0.0002116768,0.0002242163,0.00007687179,0.0004326393],"category_scores_gemma":[0.001343302,0.00007145938,0.0000246037,0.0002807206,0.0006420449,0.000389476,0.0002320621,0.0000788484,0.00000495404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000381053,"about_ca_system_score_gemma":0.002327155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002451309,"about_ca_topic_score_gemma":0.001514579,"domain_scores_codex":[0.9983049,0.0004550644,0.0004438976,0.0001709783,0.0003356413,0.0002895049],"domain_scores_gemma":[0.9986178,0.0006887376,0.0001009556,0.0001628311,0.0003587016,0.00007097525],"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":[0.00007071404,0.0001272241,0.006949963,0.0003002271,0.00003662378,1.126339e-7,0.1373141,3.366391e-7,0.0002253308,0.7644389,0.002657114,0.08787929],"study_design_scores_gemma":[0.001103854,0.00002116524,0.2207487,0.0001650978,0.00008351144,0.000001698734,0.2230665,0.00001592107,0.005345616,0.01087116,0.5382202,0.0003565484],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924463,0.00006696145,0.0001386581,0.05044146,0.0004592256,0.0006055631,0.000001347226,0.00004413608,0.02377965],"genre_scores_gemma":[0.99079,0.000006055981,0.004837969,0.001223894,0.00009684385,0.0001282254,0.00001134515,0.000004062711,0.002901614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7535678,"threshold_uncertainty_score":0.8134021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04437514326627052,"score_gpt":0.3829349628799164,"score_spread":0.3385598196136458,"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."}}