{"id":"W4400326216","doi":"10.26434/chemrxiv-2024-kbxm0-v2","title":"Climate Action can “Flip the Switch”: Resourcing Climate Empowerment in Chemistry Education","year":2024,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; University of Ottawa","keywords":"Empowerment; Climate science; Action (physics); Flip; Organisation climate; Climate change; Chemistry; Business; Political science; Public relations; Economics; Economic growth; Physics; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002881554,0.0003152869,0.0002085799,0.00001700626,0.00008234093,0.00009656346,0.0004178667,0.0002998436,0.0006593782],"category_scores_gemma":[0.0000361305,0.0002714996,0.000127572,0.0001983034,0.00008304543,0.00003209387,0.00155157,0.001211394,0.0001176867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008389656,"about_ca_system_score_gemma":0.00004757675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000115873,"about_ca_topic_score_gemma":0.00001674209,"domain_scores_codex":[0.9982925,0.00001072429,0.0003478713,0.0006397676,0.0002618938,0.000447263],"domain_scores_gemma":[0.9991536,0.00003199412,0.0001128953,0.0005871162,0.000005876463,0.0001084948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002166817,0.0001411656,0.002148646,0.001826665,0.00002067083,0.00001188328,0.0008921529,0.0081253,0.9778187,0.00001101498,0.001780244,0.007201863],"study_design_scores_gemma":[0.0001495657,0.000003600701,0.002193686,0.000953188,0.0000598636,0.00002012987,0.0005747413,0.004359489,0.9823136,0.001034798,0.007739645,0.0005977019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668268,0.0002641638,0.000003399959,0.0008527378,0.0004164839,0.0001892464,0.000006449141,0.0001167565,0.03132397],"genre_scores_gemma":[0.9983471,0.0002682077,0.00006691215,0.00009260563,0.0003066488,0.0001687936,0.0000876963,0.00004194886,0.0006200637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03152033,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008499970195142119,"score_gpt":0.2400615206861483,"score_spread":0.2315615504910062,"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."}}