{"id":"W4220913228","doi":"10.5194/egusphere-egu22-1145","title":"Why does the heated needle probe method underestimate snow thermal conductivity?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Center for Northern Studies; Makivik Corporation","funders":"","keywords":"Span (engineering)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00898601,0.001038241,0.00113818,0.001231251,0.0006976185,0.002148198,0.002335154,0.002369401,0.00292247],"category_scores_gemma":[0.03429452,0.000855959,0.0007818294,0.001252774,0.002189226,0.003649489,0.001435884,0.001459344,0.003184926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008794021,"about_ca_system_score_gemma":0.0009237349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003611693,"about_ca_topic_score_gemma":0.005748456,"domain_scores_codex":[0.9927952,0.001916131,0.0003290635,0.002262385,0.002357159,0.000340072],"domain_scores_gemma":[0.9870138,0.007572883,0.001399294,0.001169672,0.002694914,0.0001494747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001123356,0.0002121749,0.1448082,0.006209507,0.001206156,0.001717664,0.00435919,0.009669691,0.4451362,0.01557766,0.02735492,0.3426253],"study_design_scores_gemma":[0.0001262623,0.00105507,0.126771,0.001580298,0.0008965126,0.006304775,0.004044493,0.09563757,0.6113783,0.0479631,0.1036981,0.0005444466],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.202955,0.02801075,0.7310039,0.01205025,0.005569716,0.0005156772,0.001510662,0.003836329,0.01454772],"genre_scores_gemma":[0.7420438,0.01150468,0.2256063,0.007962409,0.001151984,0.0007222221,0.001129728,0.00190789,0.007970941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00898601,"threshold_uncertainty_score":0.04752314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05451883177817652,"score_gpt":0.2831893782652076,"score_spread":0.2286705464870311,"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."}}