{"id":"W2115475686","doi":"10.1002/hyp.10295","title":"Are flat‐field snow depth measurements representative? A comparison of selected index sites with areal snow depth measurements at the small catchment scale","year":2014,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Snow; Drainage basin; Scale (ratio); Snow cover; Hydrology (agriculture); Physical geography; Representativeness heuristic; Elevation (ballistics); Environmental science; Snowmelt; Catchment area; Geology; Remote sensing; Geography; Cartography; Geomorphology; Statistics","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":[0.0003619674,0.0002587757,0.0004313382,0.00002483369,0.0005175123,0.00004897301,0.0003693157,0.00009942196,0.0005160279],"category_scores_gemma":[0.001096413,0.0001423543,0.00005301028,0.0006214099,0.0002219642,0.00009331307,0.00006251875,0.0002008434,0.00002884509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001544299,"about_ca_system_score_gemma":0.00005278645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001265443,"about_ca_topic_score_gemma":0.1418397,"domain_scores_codex":[0.9978177,0.000175683,0.0003937242,0.0004755701,0.0007104331,0.0004269122],"domain_scores_gemma":[0.9980194,0.0007182061,0.0004355363,0.0002671198,0.0004370175,0.0001226965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002962046,0.0001140105,0.988115,0.00005813671,0.00009859906,0.000001385445,0.0004768508,0.00676217,0.00009231055,5.352127e-7,0.001666822,0.002318002],"study_design_scores_gemma":[0.0005576277,0.0006803963,0.9886172,0.00006013025,0.00007623048,0.00000346694,0.0005142258,0.002725975,0.005888368,0.0001083301,0.0005586859,0.000209335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934199,0.0009166109,0.001109603,0.0006802906,0.0000582304,0.0004276769,0.00001506754,0.00006266812,0.003309971],"genre_scores_gemma":[0.9987192,0.0000382117,0.000403367,0.0005500738,0.00006262843,0.00002288656,0.00007059531,0.000005950425,0.0001271317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1405742,"threshold_uncertainty_score":0.8738195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058699459064396,"score_gpt":0.2821507637878989,"score_spread":0.1762808178814594,"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."}}