{"id":"W1991780044","doi":"10.3763/ehaz.2009.0002","title":"Teaching hazards by geographers: A decade of change","year":2009,"lang":"en","type":"article","venue":"Environmental Hazards","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federal Emergency Management Agency","keywords":"Natural hazard; Coursework; Physical hazard; Biological hazard; Hazard; Psychology; Occupational safety and health; Geography; Mathematics education; Political science; Medicine; Environmental health; Ecology","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":[0.02361399,0.0004873248,0.0007412769,0.004088903,0.003336149,0.01234713,0.00284288,0.005411859,0.007790902],"category_scores_gemma":[0.03132262,0.0006584162,0.0004333466,0.00580059,0.008928443,0.01333895,0.006023861,0.007294504,0.001301592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01640817,"about_ca_system_score_gemma":0.02398652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03324798,"about_ca_topic_score_gemma":0.03533276,"domain_scores_codex":[0.988515,0.00327826,0.00085313,0.002061564,0.003613277,0.001678789],"domain_scores_gemma":[0.9460328,0.02072902,0.004778457,0.002274547,0.01348572,0.01269953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000215933,0.0004155323,0.02559553,0.002544499,0.00003693442,0.0002488106,0.03131273,0.000292,0.0009369859,0.03410772,0.1032505,0.8010429],"study_design_scores_gemma":[0.00003188504,0.0002186737,0.05873704,0.002864094,0.00002117822,0.0005107624,0.06817658,0.0002333965,0.0005153882,0.005287291,0.8633325,0.00007128203],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08042565,0.2370597,0.001589838,0.6598108,0.006759894,0.00004499995,0.000371062,0.0002015594,0.01373647],"genre_scores_gemma":[0.6535018,0.1868233,0.005654615,0.1282601,0.005866018,0.0001332702,0.0007394604,0.0002392168,0.01878217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03324798,"threshold_uncertainty_score":0.1248842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00897980289099076,"score_gpt":0.2252414513072612,"score_spread":0.2162616484162705,"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."}}