{"id":"W2014580949","doi":"10.1016/s0165-232x(03)00074-0","title":"Numerical avalanche prediction: Bear Pass, British Columbia, Canada","year":2003,"lang":"en","type":"article","venue":"Cold Regions Science and Technology","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Meteorology; Geology; Climatology; Environmental science; Forensic engineering; Archaeology; Geography; Engineering","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":[0.0002008667,0.000061967,0.0001048824,0.00003429268,0.0007206914,0.0001007151,0.0002633741,0.0001275885,0.0003759831],"category_scores_gemma":[0.0001268381,0.0000719692,0.00001242552,0.001462569,0.001567181,0.0001215523,0.0001016769,0.0001922003,0.00001943187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096948,"about_ca_system_score_gemma":0.0003205772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2782905,"about_ca_topic_score_gemma":0.5703735,"domain_scores_codex":[0.9988087,0.00001260576,0.0001196288,0.0003728997,0.0003234081,0.0003627545],"domain_scores_gemma":[0.9995461,0.00001264637,0.00003664397,0.0002399865,0.0000294991,0.0001351224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001213647,0.00007832582,0.7327909,0.000004881134,0.00001108749,0.0001791152,0.00003247044,0.00003798229,0.002375968,0.004708556,0.2490878,0.01069168],"study_design_scores_gemma":[0.0002798812,0.00009364606,0.05138565,0.00001684812,0.00001179845,0.0007325368,0.0001862569,0.0002971346,0.0004857014,0.00191758,0.9443987,0.0001942555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548683,0.0004291728,0.0001830917,0.005040761,0.0005787078,0.0003154357,0.00001227783,0.000198465,0.03837382],"genre_scores_gemma":[0.9960114,0.0001464363,0.0002887729,0.0002401025,0.000009995874,0.00001782667,5.522689e-7,0.000005149356,0.003279714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6953109,"threshold_uncertainty_score":0.7265155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003626953668869002,"score_gpt":0.1685310702693309,"score_spread":0.1649041166004619,"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."}}