{"id":"W4407643064","doi":"10.2139/ssrn.5141099","title":"Heat Flux Evaluation Based on Active Fiber Optic Distributed Temperature Sensing Tests in Southwestern Yukon","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Flux (metallurgy); Optical fiber; Heat flux; Environmental science; Remote sensing; Materials science; Fiber; Temperature measurement; Geology; Optics; Physics; Composite material; Thermodynamics; Heat transfer; Metallurgy","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":[0.0001277861,0.0002930941,0.0003122328,0.0003709725,0.0006628857,0.0004706238,0.0003381396,0.0003763115,0.0004800423],"category_scores_gemma":[0.0001810172,0.0001234508,0.0002275188,0.0005094857,0.0003264183,0.0003330701,0.0001880207,0.0001917318,0.0001030956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007984689,"about_ca_system_score_gemma":0.0008731031,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1600648,"about_ca_topic_score_gemma":0.2534677,"domain_scores_codex":[0.9998854,0.00001070038,0.000008734051,0.00003627282,0.00002837529,0.0000304488],"domain_scores_gemma":[0.9998079,0.00003351918,0.00001810729,0.00001435576,0.0001061931,0.00001996757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002137969,0.000450806,0.6492387,0.0001845027,0.0001885638,0.001298744,0.001797373,0.02110249,0.2896338,0.0004969845,0.0007280206,0.03274203],"study_design_scores_gemma":[0.00006425678,0.0002985451,0.9239495,0.000013821,0.0001078087,0.0001209621,0.001654397,0.03066432,0.04208368,0.0001213171,0.0008929925,0.0000283931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992722,0.00001278279,0.0002071968,0.000004882928,0.000002251531,0.000003948851,0.0001256699,0.000012208,0.0003589049],"genre_scores_gemma":[0.9995167,0.00000845753,0.0001741318,0.000001962483,5.254704e-7,0.0000032422,0.0001073967,0.000001733103,0.0001859358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8399352,"threshold_uncertainty_score":0.3182663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006364064579920813,"score_gpt":0.2362851417247773,"score_spread":0.2299210771448565,"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."}}