{"id":"W3004747071","doi":"","title":"Attribution of Snow Melt Onset Drivers in Northern Canada during the AMSR-E Era","year":2013,"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":"Snow; Climatology; Meteorology; Attribution; Physical geography; Geography; Geology; Psychology; Social psychology","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":[0.00004673477,0.00004806169,0.00007091997,0.000006589502,0.0001323431,0.000008816688,0.00009529131,0.00001465488,0.0007342965],"category_scores_gemma":[0.00002441347,0.00003209506,0.0000174255,0.0001656047,0.00003613239,0.00006051035,0.000008166391,0.0000585147,0.00002893249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001411432,"about_ca_system_score_gemma":0.00007237031,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9580257,"about_ca_topic_score_gemma":0.9975591,"domain_scores_codex":[0.999546,0.00001782778,0.0001083926,0.00007478482,0.0001170988,0.0001359173],"domain_scores_gemma":[0.9997181,0.00008941862,0.00003930822,0.00009442815,0.00003336188,0.00002543396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001643242,0.000002370175,0.9910144,0.000002775136,0.000006410187,0.00000149298,0.0001644016,0.004564568,0.000004706751,0.000005356142,0.0003932205,0.003838668],"study_design_scores_gemma":[0.00008560516,0.000008632455,0.9954827,0.000005904163,0.000002605424,0.00000101404,0.0008273226,0.001307453,0.00003512984,0.00002620076,0.002174962,0.00004244872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983978,0.0001433494,0.000004198004,0.0009959246,0.0001221339,0.0001000162,0.0000389047,0.000004482062,0.0001931671],"genre_scores_gemma":[0.9995947,0.00003607931,0.00002710897,0.0001187569,0.00002054379,0.000001560772,0.00002703564,9.127862e-7,0.0001732266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03953341,"threshold_uncertainty_score":0.8040032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007832495652254676,"score_gpt":0.166573064357167,"score_spread":0.1587405687049123,"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."}}