{"id":"W2340411707","doi":"","title":"A Survey of End-Users' Level of Service Requirements for Snow Control for Parking Lots and Sidewalks at Different Establishments in Canada","year":2016,"lang":"en","type":"article","venue":"Transportation Research Board 95th Annual MeetingTransportation Research Board","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Service (business); Control (management); Marketing; Transport engineering; Environmental economics; Engineering; Computer science; Economics","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":[0.0005884329,0.0001510607,0.0001721677,0.0006426132,0.001592329,0.000731379,0.0003779929,0.0002480316,0.002602969],"category_scores_gemma":[0.001774906,0.0001905286,0.0002226644,0.001373224,0.0004036916,0.0003533884,0.0004059499,0.0003476547,0.000323711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007025441,"about_ca_system_score_gemma":0.007085655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9265867,"about_ca_topic_score_gemma":0.9675962,"domain_scores_codex":[0.9992518,0.00006999665,0.00005971688,0.00006567949,0.0003083811,0.0002444036],"domain_scores_gemma":[0.9970399,0.0004029321,0.0003880622,0.00005067382,0.001375008,0.0007433898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007802202,0.0001172181,0.9736724,0.00006283144,0.00001364723,0.0002589276,0.012009,0.0001293327,0.001244329,0.0001012402,0.001521602,0.01079144],"study_design_scores_gemma":[0.000002198365,0.000047807,0.9842318,0.000009334416,0.000002762344,0.00004242864,0.01368011,0.0001670216,0.0001077581,0.000007708406,0.001693245,0.000007616959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997766,0.00002293341,0.00006644259,0.00007573704,0.000001248885,0.00002516891,0.0007378589,0.000003917775,0.001300768],"genre_scores_gemma":[0.9963536,0.0001021581,0.0002860281,0.0001119432,0.000001623908,0.00002912491,0.0008371638,0.000003768157,0.00227451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07341331,"threshold_uncertainty_score":0.1476912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1082994610834998,"score_gpt":0.347082094412642,"score_spread":0.2387826333291422,"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."}}