{"id":"W2558479882","doi":"10.21125/iceri.2016.1075","title":"RETHINKING CLIMATE CHANGE EDUCATIONAL RESEARCH IN A WORLD OF SHIFTING CLIMATES","year":2016,"lang":"en","type":"article","venue":"ICERI proceedings","topic":"Environmental Science and Water Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Computer science; Climatology; Environmental science; Geology; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09999094,0.0005710922,0.001052369,0.004398703,0.01869099,0.03164273,0.004645394,0.007643632,0.00908093],"category_scores_gemma":[0.1050277,0.0005797208,0.0005323277,0.004699592,0.04439976,0.02901196,0.01428421,0.01498609,0.0008590197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03897988,"about_ca_system_score_gemma":0.1191121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2225167,"about_ca_topic_score_gemma":0.4950362,"domain_scores_codex":[0.9718757,0.01817087,0.0008621436,0.001909648,0.004358398,0.002823342],"domain_scores_gemma":[0.7838354,0.1551137,0.004455213,0.01085477,0.03142289,0.01431811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001484856,0.000319381,0.01164637,0.001080186,0.0001108666,0.0003259021,0.2552801,0.001142661,0.001575056,0.3596705,0.1390013,0.2296991],"study_design_scores_gemma":[0.00004958868,0.00008469982,0.009102671,0.00304925,0.00009460931,0.00006676451,0.2407933,0.0006588089,0.001449365,0.1752932,0.5692359,0.0001217753],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02850868,0.01289173,0.005048157,0.9126495,0.006514609,0.00006212935,0.0001109254,0.0001345565,0.03407975],"genre_scores_gemma":[0.7891583,0.02428081,0.02276541,0.1446438,0.004398638,0.000250117,0.000171463,0.0004164618,0.01391493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2225167,"threshold_uncertainty_score":0.528809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045466327192857,"score_gpt":0.3221247118455964,"score_spread":0.2175780791263107,"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."}}