{"id":"W2991332254","doi":"10.5194/nhess-20-1557-2020","title":"Enhancing the operational value of snowpack models with visualization design principles","year":2020,"lang":"en","type":"article","venue":"Natural hazards and earth system sciences","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Snowpack; Visualization; Workflow; Computer science; Terrain; Data visualization; Field (mathematics); Snow; Data science; Data mining; Meteorology; Database; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000652043,0.00008927852,0.0001313174,0.00004266709,0.0003365462,0.0003309001,0.0004459542,0.00002345627,0.000002092127],"category_scores_gemma":[0.00003890381,0.00004735665,0.00001995469,0.0006518835,0.0001456718,0.0008261087,0.0001000652,0.00004897652,0.000002238807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005551471,"about_ca_system_score_gemma":0.000203773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001750211,"about_ca_topic_score_gemma":0.000007440713,"domain_scores_codex":[0.9987288,0.0001179393,0.0002322257,0.0002631029,0.0005277279,0.0001302033],"domain_scores_gemma":[0.9994768,0.00007898478,0.0001224278,0.0001133852,0.0001459627,0.00006246557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004519773,0.000005784209,0.00006686814,0.0000512515,0.000008326218,9.282837e-7,0.001104061,0.04850829,0.0006114572,0.9477069,0.00004798361,0.001883654],"study_design_scores_gemma":[0.00009969731,0.000116501,0.000106345,0.00006919437,0.000004896333,0.000009931211,0.0005146714,0.9947729,0.003978684,0.00008703898,0.0001626748,0.00007746495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01501535,0.0002985697,0.9830822,0.0008481767,0.00008560029,0.0001600243,0.000004225365,0.00005015674,0.0004556892],"genre_scores_gemma":[0.9749365,0.00001605844,0.02461412,0.0003438917,0.00004071886,0.000002258834,0.00000265102,0.000002561579,0.00004123653],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9599211,"threshold_uncertainty_score":0.3190877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04709774177284667,"score_gpt":0.2829808021925496,"score_spread":0.2358830604197029,"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."}}