{"id":"W2060085575","doi":"10.1029/2006eo200004","title":"Experimental Multi‐University Graduate Class in Volcanology","year":2006,"lang":"en","type":"article","venue":"Eos","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Library science; Volcanology; Graduate students; Geography; Volcano; Sociology; Geology; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007479264,0.0003970592,0.0003634524,0.0002790608,0.001408432,0.0009733532,0.001531086,0.0008529051,0.03229157],"category_scores_gemma":[0.00163407,0.0002449842,0.0004445026,0.0002948725,0.0005090379,0.0007053677,0.001639205,0.001830754,0.003856587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007766892,"about_ca_system_score_gemma":0.001119117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003333452,"about_ca_topic_score_gemma":0.004964195,"domain_scores_codex":[0.9995592,0.00007644643,0.00001649715,0.0001239729,0.0001059467,0.0001179279],"domain_scores_gemma":[0.9984071,0.0002093913,0.00006627839,0.0003146717,0.000250331,0.0007523118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.01945354,0.2882001,0.08617809,0.000535344,0.0002861461,0.001511488,0.006563994,0.03520427,0.1165721,0.03151482,0.1611908,0.2527892],"study_design_scores_gemma":[0.007873719,0.06472404,0.2331569,0.0002092518,0.0002469026,0.0004593529,0.009260207,0.1384197,0.1009941,0.02882437,0.4154119,0.0004196007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599751,0.00003513437,0.00539996,0.000634597,0.0004440065,0.0007369791,0.001869301,0.0005284935,0.03037643],"genre_scores_gemma":[0.9269753,0.00008608963,0.01031135,0.0004192959,0.0001523889,0.001807872,0.004523924,0.0001829113,0.05554086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03229157,"threshold_uncertainty_score":0.108026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04646244044587982,"score_gpt":0.228928019696836,"score_spread":0.1824655792509561,"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."}}