{"id":"W2912391045","doi":"","title":"Infrasound detection of avalanches: operational experience from 28 combined winter seasons and future developments","year":2018,"lang":"en","type":"article","venue":"DORA WSL (Swiss Federal Institute for Forest, Snow and Landscape Research)","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Infrasound; Meteorology; Geology; Environmental science; Remote sensing; Geography; Acoustics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002608694,0.0009238797,0.0007109691,0.001181629,0.0003401113,0.0008797718,0.0007227059,0.0003509781,0.0006475523],"category_scores_gemma":[0.002820371,0.0002173955,0.000540744,0.001182383,0.0003550466,0.0008511583,0.0009311927,0.0005597144,0.000577377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006459976,"about_ca_system_score_gemma":0.0005677086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009857741,"about_ca_topic_score_gemma":0.01710256,"domain_scores_codex":[0.998502,0.0001610095,0.0001076496,0.0003837111,0.0006159443,0.0002297188],"domain_scores_gemma":[0.9974501,0.0005695669,0.0002568205,0.0004237422,0.001053602,0.0002461734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001077633,0.0006802368,0.628398,0.0005887318,0.0004724207,0.0007412811,0.002135416,0.0288543,0.03364784,0.0004097266,0.01103099,0.2919634],"study_design_scores_gemma":[0.00009173765,0.001872471,0.8866743,0.0001312283,0.0003036936,0.0009425082,0.002018166,0.05224784,0.02882856,0.0005957083,0.02617439,0.000119336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816436,0.0004388638,0.009692419,0.00007015911,0.00004742908,0.00008586627,0.004136351,0.001044423,0.002840922],"genre_scores_gemma":[0.9679975,0.0003306258,0.009388318,0.00006210326,0.0000332097,0.00006361929,0.02074255,0.00021436,0.001167843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009857741,"threshold_uncertainty_score":0.01960075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04300163538144806,"score_gpt":0.2926399076329492,"score_spread":0.2496382722515011,"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."}}