{"id":"W4392025883","doi":"10.32866/001c.93917","title":"If Transit is Free will Older Adults use it More? A Longitudinal Analysis","year":2024,"lang":"en","type":"article","venue":"Findings","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Research Council Canada; McGill University","keywords":"Transit (satellite); Gerontology; Psychology; Medicine; Transport engineering; Engineering; Public transport","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003830916,0.0003576276,0.0005911157,0.0006361167,0.0007890636,0.00009074161,0.0004087609,0.0002660991,0.003026734],"category_scores_gemma":[0.0003256949,0.0003041687,0.0004162702,0.001773024,0.0001099054,0.0006090482,0.0002584282,0.000877295,0.0009378698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000217537,"about_ca_system_score_gemma":0.0001083317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247795,"about_ca_topic_score_gemma":0.002554973,"domain_scores_codex":[0.9970018,0.0001173491,0.0006377687,0.0008372194,0.0005320054,0.0008739193],"domain_scores_gemma":[0.997989,0.0008121469,0.00008850436,0.0007335489,0.0001992591,0.000177551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001949755,0.000047806,0.6449937,0.0005820748,0.001297923,0.00007196738,0.08275308,0.000005812301,0.00001673042,0.0001458667,0.2698047,0.0002608931],"study_design_scores_gemma":[0.0008461426,0.00004361347,0.9500619,0.0020245,0.001367469,0.00000279073,0.003417001,0.001248588,0.00003334348,0.0001251123,0.0404117,0.0004178038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969548,0.0003858636,0.001685444,0.02464644,0.0009896114,0.0006848583,0.0004472082,0.0005518713,0.0010607],"genre_scores_gemma":[0.9774588,0.0001258775,0.0004349409,0.001759189,0.0003959268,0.0001523528,0.00004210375,0.00006877315,0.01956205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3050683,"threshold_uncertainty_score":0.9999411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03985595999370761,"score_gpt":0.3784967110476749,"score_spread":0.3386407510539673,"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."}}