{"id":"W4206274846","doi":"10.30909/vol.05.01.1132","title":"Teaching about volcanoes","year":2022,"lang":"en","type":"article","venue":"Volcanica","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia","keywords":"Volcanology; Faculty development; Resource (disambiguation); Authentic learning; Medical education; Earth science; Professional development; Mathematics education; Psychology; Computer science; Medicine; Volcano; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001617821,0.00028644,0.0002373219,0.0005357274,0.002678281,0.002560076,0.0006276315,0.0007688602,0.009517289],"category_scores_gemma":[0.005358707,0.0001164114,0.0002169568,0.0003946825,0.001729251,0.001409178,0.001967951,0.001380388,0.001558775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114637,"about_ca_system_score_gemma":0.00267119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00113858,"about_ca_topic_score_gemma":0.003429749,"domain_scores_codex":[0.9991529,0.000378104,0.0000434853,0.0000811302,0.0001993683,0.0001450205],"domain_scores_gemma":[0.9960548,0.001428067,0.000600919,0.0001970761,0.0003177159,0.001401385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005767452,0.001109807,0.09219591,0.001311143,0.00002542726,0.002185465,0.1617741,0.0005646654,0.01682381,0.0181852,0.07181822,0.6339487],"study_design_scores_gemma":[0.00001884129,0.0004322406,0.0806304,0.0009297621,0.00003407922,0.003017883,0.1285271,0.0002757804,0.004127363,0.01957951,0.7623916,0.0000354259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7203802,0.01275114,0.01163084,0.04374047,0.001755636,0.0002328309,0.0001619009,0.0005886008,0.2087584],"genre_scores_gemma":[0.9529566,0.0082562,0.006798804,0.004978082,0.0006764326,0.00006435419,0.00008298764,0.00006596726,0.02612066],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009517289,"threshold_uncertainty_score":0.03183848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619394660361361,"score_gpt":0.3421898759560261,"score_spread":0.3159959293524125,"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."}}