{"id":"W3023932930","doi":"","title":"An examination of the public transport information requirements of users","year":2008,"lang":"en","type":"article","venue":"Trinity's Access to Research Output (TARA) (Trinity College Dublin)","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Higher Education Authority","keywords":"Public transport; Computer science; The Internet; Passenger information; Preference; Focus (optics); Information system; Exploratory research; World Wide Web; Transport engineering; Engineering","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":[0.002690571,0.0001293314,0.0002229053,0.0009539847,0.001248687,0.002975272,0.000452519,0.0005424786,0.004872723],"category_scores_gemma":[0.01814471,0.000243241,0.0002992079,0.001160446,0.0006413107,0.002204282,0.00140669,0.0006085247,0.0007251446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570838,"about_ca_system_score_gemma":0.001282442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01650016,"about_ca_topic_score_gemma":0.01421572,"domain_scores_codex":[0.9969574,0.00111116,0.0003111431,0.0001929818,0.0008687265,0.0005585454],"domain_scores_gemma":[0.9859712,0.007458337,0.001787209,0.0005894601,0.003285689,0.0009080519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005693941,0.0003252489,0.596205,0.0005515448,0.00004132521,0.001111554,0.3053128,0.0004313769,0.005232432,0.004101985,0.004469506,0.08164792],"study_design_scores_gemma":[0.00001725867,0.000390354,0.443457,0.000151515,0.00002724643,0.001143727,0.5255626,0.001460479,0.001187346,0.0006277572,0.02589067,0.0000839744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881649,0.00005184666,0.0002744842,0.0004136883,0.000004584176,0.00002449703,0.0001196055,0.00001073441,0.01093573],"genre_scores_gemma":[0.9982535,0.00008613339,0.0002215254,0.00005426032,0.000004502294,0.00002377184,0.00009295643,0.000004905016,0.001258326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01650016,"threshold_uncertainty_score":0.03280824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2572596330768221,"score_gpt":0.3776202391840919,"score_spread":0.1203606061072698,"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."}}