{"id":"W2038330307","doi":"10.1016/s0165-232x(01)00043-x","title":"Extrapolating the skier stability of buried surface hoar layers from study plot measurements","year":2001,"lang":"en","type":"article","venue":"Cold Regions Science and Technology","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Slab; Geology; Snow; Shear (geology); Materials science; Crystal (programming language); Texture (cosmology); Surface layer; Layer (electronics); Composite material; Mineralogy; Geophysics; Geomorphology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006603826,0.00008692645,0.0001433239,0.00004956653,0.0008354267,0.00003091115,0.0003876484,0.00004411188,0.00008803028],"category_scores_gemma":[0.000271895,0.00005677729,0.00001715507,0.001935247,0.0015301,0.0001387202,0.00006132114,0.0001090812,0.000003987752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008659892,"about_ca_system_score_gemma":0.00009848187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003945749,"about_ca_topic_score_gemma":0.005676426,"domain_scores_codex":[0.9988762,0.00003020304,0.0001877908,0.0003010527,0.000351753,0.0002530648],"domain_scores_gemma":[0.9991589,0.000142692,0.00008872068,0.0003689049,0.0001956214,0.00004512769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004849059,0.0000419978,0.9940879,9.158379e-7,0.00001217117,0.000001323229,0.0005522596,0.00006342822,0.002123749,0.000200015,0.00007346039,0.002837966],"study_design_scores_gemma":[0.0003371082,0.0002477382,0.9673565,0.000009798889,0.00003015469,0.000002923524,0.02351969,0.002031478,0.00101156,0.001091216,0.004230093,0.0001317318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954355,0.0007069015,0.00006468196,0.002669666,0.0001144655,0.0003244608,0.000008805991,0.00004638679,0.0006290735],"genre_scores_gemma":[0.9994092,0.00007983602,0.0004071085,0.00005544275,0.00001383336,0.000001830664,8.503974e-7,0.00000145622,0.00003044715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02673136,"threshold_uncertainty_score":0.6425511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07472811633507953,"score_gpt":0.2521344904172482,"score_spread":0.1774063740821687,"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."}}