{"id":"W3005921592","doi":"","title":"Climate model performance and its implications for future glacier mass balance in southwestern Canada","year":2009,"lang":"en","type":"article","venue":"AGUFM","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Glacier mass balance; Glacier; Balance (ability); Climate change; Climatology; Physical geography; Climate model; Geology; Geography; Environmental science; Oceanography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004359995,0.00006206078,0.00007678545,0.000007028384,0.0001550907,0.00001444739,0.00006664743,0.00002116493,0.00001750778],"category_scores_gemma":[0.000004789519,0.00005253982,0.00001073068,0.0000961126,0.000006827192,0.00009085405,0.000003097323,0.00003837741,0.000002263759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005166649,"about_ca_system_score_gemma":0.00004485008,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01396921,"about_ca_topic_score_gemma":0.4562239,"domain_scores_codex":[0.9995361,0.000003094445,0.00009631949,0.0001247231,0.00004655642,0.0001932323],"domain_scores_gemma":[0.999811,0.00002533842,0.00002623832,0.00007384986,0.00002273081,0.0000408204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007886501,0.000002905894,0.9646074,0.000009929616,0.000001959338,2.775964e-7,0.0001122318,0.02202043,0.00001130571,0.0002015902,0.0002686577,0.01275541],"study_design_scores_gemma":[0.0000968785,0.00001444298,0.7154843,0.000003723205,0.000002339133,6.232894e-7,0.00006801684,0.2820193,0.000001477458,0.0001269519,0.002128583,0.00005327664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953302,0.0008426572,0.00009323543,0.002952301,0.00007906335,0.0001368366,0.0002141024,0.000009327638,0.0003422445],"genre_scores_gemma":[0.9975967,0.0005454483,0.0006370421,0.0009442116,0.00006075369,0.000003751847,0.00004637938,0.000001241579,0.0001644466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4422547,"threshold_uncertainty_score":0.9925969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572251805785592,"score_gpt":0.2094008825637356,"score_spread":0.1936783645058797,"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."}}