{"id":"W4413245809","doi":"10.5194/ecss2025-310","title":"An open educational approach to teaching convection-resolving modeling with Cloud Model 1 (CM1)","year":2025,"lang":"en","type":"article","venue":"","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Cloud computing; Visualization; Bachelor; Computer science; Course (navigation); Mathematics education; Meteorology; Engineering; Psychology; Physics","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":[0.001851028,0.001027239,0.0003078346,0.0005330729,0.002082428,0.002757527,0.002394509,0.002022877,0.02586949],"category_scores_gemma":[0.003535028,0.0003647623,0.0007582158,0.0004682631,0.001019063,0.002712948,0.007792565,0.002355818,0.006098883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001789774,"about_ca_system_score_gemma":0.001832179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00146432,"about_ca_topic_score_gemma":0.003883797,"domain_scores_codex":[0.9983797,0.0005832614,0.0000392896,0.0002616596,0.0003990526,0.0003370759],"domain_scores_gemma":[0.9979534,0.0006513448,0.000135286,0.000196208,0.0001688178,0.0008949892],"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":[0.0004761667,0.008505874,0.005897576,0.001217888,0.00004036335,0.00223928,0.02479637,0.0173973,0.02586065,0.06027799,0.1913786,0.6619119],"study_design_scores_gemma":[0.0002881536,0.001297868,0.004818022,0.0006031683,0.00003416455,0.001442143,0.005410513,0.02659505,0.01131928,0.05708524,0.8909845,0.000121814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3289615,0.002134697,0.4280004,0.02424985,0.003558006,0.001692008,0.001224841,0.008798413,0.2013804],"genre_scores_gemma":[0.4168259,0.002065317,0.4748226,0.007092879,0.0008564449,0.002252561,0.001948661,0.001526787,0.09260885],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02586949,"threshold_uncertainty_score":0.08654207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04936187965071716,"score_gpt":0.2958874586641125,"score_spread":0.2465255790133953,"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."}}