{"id":"W7161963378","doi":"10.82308/25733","title":"Experimental measurements of turbulent heat fluxes over melting ice","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat flux; Glacier; Flux (metallurgy); Ice caps; Heat flow","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":[0.0003743478,0.0003275237,0.0002087638,0.0002389797,0.0005976494,0.0004701172,0.0002638127,0.0002664385,0.001156253],"category_scores_gemma":[0.0007268376,0.0001702717,0.0002977097,0.0003155419,0.0005148712,0.0003963214,0.0003458892,0.0005053865,0.0001309326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003934662,"about_ca_system_score_gemma":0.0002504813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001872514,"about_ca_topic_score_gemma":0.002562888,"domain_scores_codex":[0.9998112,0.00001901839,0.00001387263,0.00004908613,0.00006517489,0.0000416401],"domain_scores_gemma":[0.99964,0.0001482637,0.00005401588,0.00004000773,0.000082459,0.00003524642],"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":[0.0006358604,0.0002132276,0.01606663,0.0001558918,0.00003356955,0.00005345672,0.0006006932,0.003010628,0.9720801,0.0004230842,0.0001148291,0.006612],"study_design_scores_gemma":[0.00008345603,0.001542981,0.0763557,0.00002535212,0.00005265223,0.00006276152,0.0003094064,0.01182425,0.9075654,0.0002530336,0.001882468,0.00004244741],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952284,0.0001349897,0.002801368,0.00002173825,0.00001924398,0.00003497006,0.0003589348,0.00004074826,0.00135965],"genre_scores_gemma":[0.9969152,0.0001545181,0.001967937,0.00001331321,0.00001035724,0.00003658768,0.0003374415,0.0000170117,0.0005476511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001872514,"threshold_uncertainty_score":0.003867984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06872006279321236,"score_gpt":0.2935472874403436,"score_spread":0.2248272246471312,"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."}}