{"id":"W617024388","doi":"","title":"Lessons Learned from the TRANSED 2007 Conference","year":2007,"lang":"en","type":"article","venue":"23RD PIARC WORLD ROAD CONGRESS PARIS, 17-21 SEPTEMBER 2007","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Signage; Pedestrian; Countdown; Transport engineering; Pedestrian crossing; Context (archaeology); Visibility; Schema crosswalk; Legibility; Computer science; Telecommunications; Engineering; Geography; Advertising; Business","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":[0.01240821,0.001061528,0.0007607786,0.001309738,0.00480975,0.01641782,0.002868354,0.006050383,0.04356657],"category_scores_gemma":[0.01463079,0.0003883792,0.001340581,0.001244246,0.001507334,0.007314419,0.006814373,0.01136447,0.0161041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005200748,"about_ca_system_score_gemma":0.008149975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021209,"about_ca_topic_score_gemma":0.02547056,"domain_scores_codex":[0.9927684,0.002521092,0.0003100752,0.0006407948,0.002419985,0.001339718],"domain_scores_gemma":[0.9847149,0.001290667,0.0002431038,0.0004141173,0.006247107,0.007090098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001027976,0.0002774594,0.000847192,0.0004068358,0.0000157663,0.0006351245,0.002235462,0.0003170277,0.0002092409,0.005628597,0.8763699,0.1129547],"study_design_scores_gemma":[0.00001339985,0.00009358817,0.0007171222,0.000617127,0.000006769226,0.0003193247,0.006851126,0.0001245217,0.0001639814,0.001302161,0.9897608,0.00003002813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01463519,0.03923501,0.006198707,0.6271262,0.1222773,0.0002146871,0.001020605,0.0008926329,0.1883996],"genre_scores_gemma":[0.1748763,0.0666809,0.01561022,0.1573952,0.03187573,0.0004883737,0.004182613,0.001216223,0.5476746],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04356657,"threshold_uncertainty_score":0.1457446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041518597877633,"score_gpt":0.3468394898584128,"score_spread":0.2426876300706495,"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."}}