{"id":"W2127175261","doi":"10.5194/tc-9-1523-2015","title":"Meteorological, elevation, and slope effects on surface hoar formation","year":2015,"lang":"en","type":"article","venue":"˜The œcryosphere","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Parks Canada","keywords":"Snowpack; Snow; Elevation (ballistics); Geology; Terrain; Atmospheric sciences; Snow field; Environmental science; Meteorology; Climatology; Snow cover; Geomorphology; Geography; Geometry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003232704,0.0001287488,0.0001378025,0.00000443645,0.0003208359,0.00007768611,0.0001407533,0.00005886889,0.0003914418],"category_scores_gemma":[0.00007860071,0.00007725998,0.00003023497,0.0002339779,0.00006625953,0.0001876759,0.00001865166,0.0001108062,0.0002759274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007590813,"about_ca_system_score_gemma":0.00002040763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009982372,"about_ca_topic_score_gemma":0.004688515,"domain_scores_codex":[0.9991267,0.00008604078,0.0001608699,0.0001758795,0.0002349932,0.0002155159],"domain_scores_gemma":[0.9992129,0.0003591852,0.00007571306,0.0001823043,0.00006920287,0.0001007259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002200181,0.00005982654,0.5710518,0.00007158317,0.0001020814,0.00001577041,0.002681254,0.02835671,0.00006248935,0.001214907,0.1454941,0.2506694],"study_design_scores_gemma":[0.0005460192,0.000495968,0.8056605,0.00001492422,0.000030886,0.000006997101,0.001014472,0.01697032,0.00004161175,0.002054452,0.1729575,0.0002063424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894743,0.002343476,0.0005997188,0.001560003,0.0003303333,0.0003069123,0.00001277151,0.00006756251,0.005304921],"genre_scores_gemma":[0.9964597,0.000176029,0.0009843549,0.001360956,0.0001171439,0.000003337221,0.00003545948,0.000003550083,0.0008594485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2504631,"threshold_uncertainty_score":0.4286013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783322976075507,"score_gpt":0.2184241478888623,"score_spread":0.1905909181281072,"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."}}