{"id":"W4400182414","doi":"10.32866/001c.120430","title":"Revealed Preferences for Utilitarian Cycling Energy Expenditure versus Travel Time","year":2024,"lang":"en","type":"article","venue":"Findings","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cycling; Energy expenditure; Environmental science; Transport engineering; Geography; Medicine; Engineering; Internal medicine; Forestry","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":[0.0008766723,0.0001781942,0.0001948891,0.0003912445,0.0001278313,0.000915036,0.0001323632,0.0002563254,0.003276972],"category_scores_gemma":[0.004016339,0.000111681,0.0002386052,0.0004493673,0.0003202583,0.0003727848,0.0004094595,0.0002968113,0.0002185032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002372436,"about_ca_system_score_gemma":0.0001166801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001726038,"about_ca_topic_score_gemma":0.00470543,"domain_scores_codex":[0.9995741,0.0002002085,0.00003477931,0.00008359275,0.00006939367,0.00003794918],"domain_scores_gemma":[0.9981887,0.0008003707,0.0005118956,0.0002176947,0.0001501624,0.0001311696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001476177,0.0001313503,0.9433654,0.0001560615,0.0004304039,0.0001708716,0.001435979,0.007220558,0.008753914,0.00225735,0.0004413846,0.03416061],"study_design_scores_gemma":[0.00001407748,0.0003575143,0.9864987,0.00002281186,0.00007092754,0.0003222701,0.001892955,0.006924379,0.0009243336,0.001700771,0.001236632,0.00003444323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973373,0.00005400623,0.001109991,0.00003162741,0.000001555312,0.000003596007,0.000299864,0.000005206858,0.001156976],"genre_scores_gemma":[0.9990543,0.00002500967,0.0004297226,0.000006577089,0.000001493582,0.000002957689,0.0002297192,0.000002339538,0.0002478188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003276972,"threshold_uncertainty_score":0.01096255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03522097947697218,"score_gpt":0.3087053917155565,"score_spread":0.2734844122385843,"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."}}