{"id":"W595323545","doi":"","title":"Human Factors Assessment of Distraction, Workload, and Traffic Safety In Relation to Bus Operator Workload During Manual Stop Announcements","year":2014,"lang":"en","type":"article","venue":"Transportation 2014: Past, Present, Future - 2014 Conference and Exhibition of the Transportation Association of Canada // Transport 2014 : Du passé vers l'avenir - 2014 Congrès et Exposition de 'Association des transports du Canada","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Distraction; Operator (biology); Computer security; Transport engineering; Transit (satellite); Engineering; Public transport; Computer science; Psychology","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":[0.0008505491,0.000336171,0.0001934157,0.0003441274,0.0003002271,0.0004599013,0.0002008505,0.0003054692,0.001006517],"category_scores_gemma":[0.006229464,0.0001954724,0.000196076,0.0001910292,0.000328269,0.0001533755,0.0002936345,0.000365982,0.0001512581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003975012,"about_ca_system_score_gemma":0.0003857702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008696676,"about_ca_topic_score_gemma":0.01270676,"domain_scores_codex":[0.9989563,0.0003674637,0.00007554315,0.0001151697,0.0003600898,0.0001253832],"domain_scores_gemma":[0.9952996,0.001885056,0.001231347,0.0002023301,0.0007411063,0.0006406121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002068266,0.002431915,0.9282484,0.0001536468,0.0001202301,0.0002493125,0.008786407,0.0008970075,0.03106987,0.00004382485,0.0003230593,0.02560802],"study_design_scores_gemma":[0.00001377852,0.001265092,0.9967739,0.000003391741,0.000008105526,0.00003368331,0.0007908588,0.0003646217,0.0005856345,0.00001165819,0.0001387492,0.00001044779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995342,0.00001772281,0.0001526639,0.000006029059,0.000001757507,0.0000240353,0.00002520666,0.000003585663,0.0002347408],"genre_scores_gemma":[0.9992287,0.00002373439,0.0003189065,0.0000128006,0.000007213833,0.00004176195,0.00006822358,0.000001834343,0.0002967278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9913033,"threshold_uncertainty_score":0.01729208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007187387998831648,"score_gpt":0.2575583555672211,"score_spread":0.2503709675683894,"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."}}