{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007385747,0.00005004854,0.00006606628,0.00008007215,0.001695967,0.00004113514,0.0003065114,0.00002087813,0.008782974],"category_scores_gemma":[0.00009266855,0.00005556083,0.00006440734,0.000173977,0.00008075152,0.00005866987,0.00006581256,0.0002258449,0.00008356359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006826669,"about_ca_system_score_gemma":0.0003329967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03163,"about_ca_topic_score_gemma":0.00326708,"domain_scores_codex":[0.9988481,0.0003623745,0.0001015159,0.0001457781,0.0003087274,0.0002335358],"domain_scores_gemma":[0.9996008,0.00007687006,0.00004764921,0.000148473,0.00002404499,0.0001021084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001393182,0.0002967127,0.07976965,0.000006731894,0.00003599943,0.00000500991,0.1098819,0.00002418718,0.0002826791,0.6055672,0.1265462,0.07756991],"study_design_scores_gemma":[0.00005851769,0.00001875918,0.01023674,9.187168e-7,0.00000430233,7.417511e-7,0.02064084,0.000005558197,0.000003600981,0.001279141,0.9676753,0.00007552423],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.236697,0.0004150815,0.00002233058,0.02278758,0.001877328,0.0001708949,0.00001581427,0.000189019,0.7378249],"genre_scores_gemma":[0.9650568,0.00002160535,0.000124408,0.001547984,0.0003093929,0.00003077464,0.000005438833,0.000006670326,0.0328969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8411292,"threshold_uncertainty_score":0.9996037,"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."}}