{"id":"W4213027489","doi":"10.5194/tc-2021-15","title":"Implementation of dynamic snow density within GlobSnow snowwater equivalent retrieval methodology","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Environmental science; Radiometer; Transect; Water equivalent; Meteorology; Snow cover; Remote sensing; Weather station; Atmospheric sciences; Geology; Geography","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":[0.0004155423,0.0004893774,0.0002431508,0.0004843996,0.0002060312,0.0004619549,0.0005685745,0.0002302317,0.001779255],"category_scores_gemma":[0.000769447,0.0002236489,0.000530393,0.0004187566,0.00009901007,0.000627586,0.0004293558,0.0002535148,0.0006326471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002805973,"about_ca_system_score_gemma":0.0006077714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01276461,"about_ca_topic_score_gemma":0.01334985,"domain_scores_codex":[0.9998882,0.00001474241,0.000009891427,0.00003321804,0.00003857699,0.00001530786],"domain_scores_gemma":[0.9998363,0.00002412074,0.00001432485,0.00003183352,0.00008592125,0.000007404294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002816967,0.0002620828,0.02922555,0.0002533326,0.0003029684,0.0002366415,0.0003845821,0.2870711,0.1126744,0.003798238,0.006180891,0.5593287],"study_design_scores_gemma":[0.00005238071,0.00005861138,0.0108976,0.00001343203,0.0000289492,0.00004882186,0.00006650152,0.9509876,0.03066403,0.001370954,0.005785497,0.0000255412],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2469818,0.00009235309,0.7344545,0.00006882847,0.00005924356,0.0002440551,0.002511239,0.01274342,0.002844568],"genre_scores_gemma":[0.4789562,0.00007090675,0.5121396,0.00003809852,0.00001479981,0.0001759446,0.006154903,0.0006841152,0.001765433],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01276461,"threshold_uncertainty_score":0.02538061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08445965703079626,"score_gpt":0.3324664597060275,"score_spread":0.2480068026752312,"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."}}