{"id":"W4386699771","doi":"10.1021/acssuschemeng.3c02935","title":"Perspectives from the 2022 Cohort of the American Chemical Society Summer School on Green Chemistry & Sustainable Energy","year":2023,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre in Green Chemistry and Catalysis; University of Toronto","funders":"","keywords":"Coursework; Sustainability; Green chemistry; Curriculum; Chemistry; Government (linguistics); Systems thinking; Engineering ethics; Chemistry education; Sociology; Engineering; Ecology; Organic chemistry; Psychology; Pedagogy","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":[0.01690169,0.001212523,0.0007768521,0.001855138,0.02054645,0.01290976,0.00196178,0.01257585,0.04328559],"category_scores_gemma":[0.008909581,0.0006040406,0.00128135,0.001923225,0.003356727,0.006604969,0.01579124,0.01933912,0.008537136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007730938,"about_ca_system_score_gemma":0.03088497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02523187,"about_ca_topic_score_gemma":0.08447682,"domain_scores_codex":[0.9875154,0.002459189,0.0001937605,0.000713027,0.002264306,0.006854185],"domain_scores_gemma":[0.9488744,0.001839596,0.001072177,0.0003162821,0.006018656,0.04187891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001517473,0.0005013864,0.008601732,0.0002651694,0.00001376018,0.000558724,0.01806945,0.00005970236,0.000804667,0.009101461,0.9323292,0.02954298],"study_design_scores_gemma":[0.00002871491,0.0002133501,0.01239725,0.0003360745,0.000007621258,0.0002359427,0.06769941,0.00004307677,0.0002420194,0.002857518,0.9158836,0.00005549438],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02575072,0.004636812,0.0003799757,0.9000915,0.03265063,0.0001015416,0.00113911,0.00009904121,0.03515063],"genre_scores_gemma":[0.1523518,0.01054415,0.001374062,0.7052071,0.02199849,0.0009043175,0.002512116,0.000378952,0.1047289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04328559,"threshold_uncertainty_score":0.1448047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003255494240329645,"score_gpt":0.1849500491499559,"score_spread":0.1816945549096262,"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."}}