{"id":"W4210444293","doi":"10.1111/cag.12744","title":"A comparison of young and older adults’ attitudes and preferences towards different travel modes and residential characteristics: A study in Hamilton, Ontario","year":2022,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Preference; Travel behavior; Mode choice; Psychology; Exploratory research; Sustainable transport; Demographic economics; Geography; Social psychology; Public transport; Sociology; Transport engineering; Engineering; Economics; Sustainability","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.000638872,0.0002480328,0.000360499,0.0009333516,0.003357998,0.001048299,0.000498481,0.0003545272,0.001805148],"category_scores_gemma":[0.0009587297,0.0003824548,0.0004335738,0.002479041,0.0008405332,0.0005630431,0.0008010486,0.0004326047,0.0003289889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01295532,"about_ca_system_score_gemma":0.01057431,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9732536,"about_ca_topic_score_gemma":0.9917058,"domain_scores_codex":[0.9994906,0.00004861075,0.00003029612,0.00006469957,0.0001787707,0.0001870063],"domain_scores_gemma":[0.9989609,0.00008649704,0.000200187,0.00003198139,0.000379739,0.0003407616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001520411,0.0002220264,0.9026485,0.0001163075,0.0000332221,0.000608276,0.08150665,0.00004426393,0.001463062,0.0002035694,0.0009874378,0.01201465],"study_design_scores_gemma":[0.000007920897,0.0001091727,0.9684172,0.00002485569,0.00001113492,0.00006937439,0.02964032,0.00005102771,0.00005748361,0.0000159023,0.001586169,0.00000937033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985032,0.00009605193,0.00004406953,0.00005921279,0.00000256789,0.00004622972,0.0002205146,0.000001256643,0.001026868],"genre_scores_gemma":[0.9975182,0.0002670584,0.0001672323,0.0001219666,0.000003488949,0.00004370652,0.0002199479,0.000002321673,0.001656108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02674639,"threshold_uncertainty_score":0.09399784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771638089228677,"score_gpt":0.2555961855812687,"score_spread":0.2378798046889819,"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."}}