{"id":"W4385257713","doi":"10.32866/001c.84337","title":"Transportation Access Index for Remote Communities That Considers Modal Seasonality","year":2023,"lang":"en","type":"article","venue":"Findings","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Seasonality; Index (typography); Modal; Geography; Transport engineering; Environmental resource management; Computer science; Environmental science; Engineering; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003538836,0.0002736786,0.0003076765,0.004374529,0.0004623131,0.0006186371,0.000468289,0.0001658448,0.003755428],"category_scores_gemma":[0.002188184,0.00008650443,0.0005033253,0.004962309,0.0001988749,0.0005373273,0.0007531403,0.0004070619,0.000372022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001578783,"about_ca_system_score_gemma":0.0012015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3064851,"about_ca_topic_score_gemma":0.4775877,"domain_scores_codex":[0.9996736,0.00003670501,0.00004342062,0.00004855548,0.000145945,0.00005175101],"domain_scores_gemma":[0.99832,0.0001772925,0.0004818234,0.00008654129,0.0007030133,0.0002312963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008170107,0.0001023609,0.978168,0.00007165272,0.0001618266,0.00006381531,0.0002573113,0.001858538,0.000578172,0.0006920176,0.002859423,0.0151052],"study_design_scores_gemma":[0.000003445163,0.00003301663,0.9935071,0.000009287509,0.00002376385,0.00009613809,0.0003649793,0.003062572,0.0001415056,0.0001640902,0.002583372,0.00001053758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534108,0.0001960945,0.003704673,0.00006654971,0.00002199914,0.0002116804,0.029061,0.0001581509,0.0131689],"genre_scores_gemma":[0.9782416,0.0000758982,0.004881983,0.00001212225,0.00001027101,0.0001527348,0.01466401,0.00002103775,0.001940302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3064851,"threshold_uncertainty_score":0.6094024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133754165574772,"score_gpt":0.3830911045919914,"score_spread":0.2493369390172194,"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."}}