{"id":"W2139800274","doi":"","title":"PAVEMENT SNOW MELTING","year":2000,"lang":"en","type":"article","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Piping; Heat exchanger; Environmental science; Geothermal gradient; ASHRAE 90.1; Relative humidity; Geothermal energy; Wind speed; Humidity; Geotechnical engineering; Meteorology; Engineering; Geology; Environmental engineering; Mechanical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001579007,0.0004180737,0.000315088,0.0004749577,0.0007180725,0.0006787963,0.00043758,0.0003541675,0.006866548],"category_scores_gemma":[0.0002908061,0.0002424875,0.0003691996,0.0003610591,0.0002791047,0.0004031855,0.0007008213,0.0003108558,0.001791532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004048018,"about_ca_system_score_gemma":0.0004842025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00104306,"about_ca_topic_score_gemma":0.002104127,"domain_scores_codex":[0.9997582,0.00002349566,0.00001373297,0.0000434397,0.0001100024,0.00005120269],"domain_scores_gemma":[0.9998919,0.00001388309,0.00001535333,0.00001513605,0.00004166448,0.00002201508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004478623,0.000122051,0.005283466,0.001071103,0.00004716524,0.0008373692,0.0005228113,0.1165472,0.2829156,0.02333403,0.009694601,0.5591768],"study_design_scores_gemma":[0.00008265021,0.001650888,0.01525938,0.0002137269,0.000127227,0.002161413,0.000458009,0.2039015,0.4021648,0.0184986,0.3553594,0.0001224798],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2803579,0.002776284,0.6227109,0.0003292397,0.000406108,0.0007113504,0.0005843367,0.004056327,0.08806751],"genre_scores_gemma":[0.916347,0.001284799,0.05535829,0.00005637336,0.00004777515,0.0001161414,0.000354368,0.0001499215,0.02628542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006866548,"threshold_uncertainty_score":0.02297086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006968933430853231,"score_gpt":0.1987819769322791,"score_spread":0.1918130435014259,"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."}}