{"id":"W57633494","doi":"","title":"Avatech: The First Portable, Web Connected Snow Penetrometer for Professionals","year":2014,"lang":"en","type":"article","venue":"International Snow Science Workshop 2014 Proceedings, Banff, Canada","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snowpack; Snow; Penetrometer; Environmental science; Sample (material); Computer science; Meteorology; Geology; Geography","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001127966,0.0002291513,0.0002112723,0.00008879556,0.001509753,0.0003644351,0.001432806,0.00006289044,0.002049306],"category_scores_gemma":[0.00201124,0.0001550513,0.00006988139,0.0008319902,0.0003639879,0.0005547936,0.00008686212,0.0002046724,0.000029396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009791819,"about_ca_system_score_gemma":0.0007848747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07868852,"about_ca_topic_score_gemma":0.6445393,"domain_scores_codex":[0.9972205,0.000008434814,0.0003995289,0.0005704925,0.001172819,0.000628223],"domain_scores_gemma":[0.9976034,0.0008981167,0.000267933,0.0001821378,0.0008614281,0.0001869467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006743077,0.00004002009,0.2371599,0.0000220596,0.00007286762,0.000001874309,0.0002679231,0.001122343,0.0001163062,0.005974093,0.7426136,0.01254161],"study_design_scores_gemma":[0.000401258,0.00005626034,0.2820894,0.00009705078,0.00001822117,0.00001191693,0.001051568,0.05597026,0.0001749189,0.0008951301,0.6588916,0.0003424055],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8468285,0.0005206845,0.00145573,0.1006475,0.01234086,0.001847782,0.000490332,0.0001896475,0.03567892],"genre_scores_gemma":[0.991297,0.00003818618,0.001034208,0.004334459,0.0005709349,0.0000460886,0.00007106927,0.000008769648,0.002599267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5658508,"threshold_uncertainty_score":0.9997901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438344835782962,"score_gpt":0.2304108608137711,"score_spread":0.2160274124559415,"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."}}