{"id":"W4413516389","doi":"10.64628/aam.nhsacj3m7","title":"Students become school boiler-room sleuths to assess climate change risks","year":2019,"lang":"en","type":"article","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Boiler (water heating); Climate change; Environmental science; Business; Engineering; Waste management; Geology","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":[0.001746709,0.0007988764,0.0006761801,0.0009758459,0.003733946,0.00309543,0.001193015,0.001737484,0.03368641],"category_scores_gemma":[0.003631127,0.0007857775,0.000924165,0.0004433668,0.0009031821,0.001404963,0.002500365,0.002950435,0.0151416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001083356,"about_ca_system_score_gemma":0.002630688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005563914,"about_ca_topic_score_gemma":0.0195968,"domain_scores_codex":[0.9989009,0.0001890423,0.00005889598,0.0001946102,0.0002309304,0.0004256426],"domain_scores_gemma":[0.9950581,0.0002539351,0.0004270796,0.0003217835,0.001469032,0.002470206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001375684,0.04254921,0.7625158,0.0002629968,0.00009367866,0.001406599,0.02210738,0.001026495,0.01550122,0.001226565,0.02442547,0.1275089],"study_design_scores_gemma":[0.0003623012,0.01550133,0.6857548,0.0003225787,0.0002023376,0.0008803078,0.1465888,0.004338079,0.02171379,0.004214985,0.1198465,0.0002742645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9843992,0.00004639071,0.001178362,0.0007754869,0.000138407,0.0005071368,0.0003419678,0.000241274,0.01237187],"genre_scores_gemma":[0.9470811,0.0001420975,0.006822447,0.000579443,0.00003946669,0.0004073496,0.000675514,0.00005463008,0.04419786],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03368641,"threshold_uncertainty_score":0.1126922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300700961936893,"score_gpt":0.4697928201512411,"score_spread":0.3397227239575518,"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."}}