{"id":"W4210925560","doi":"10.1017/s0144686x22000010","title":"‘It's overwhelming at the start’: transitioning to public transit use as an older adult","year":2022,"lang":"en","type":"article","venue":"Ageing and Society","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Public transport; Transit (satellite); Task (project management); Public involvement; Psychology; Transit system; Gerontology; Business; Public relations; Transport engineering; Medicine; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009143401,0.0001033239,0.0001184543,0.00001450603,0.005138014,0.0003056022,0.0002039972,0.0000532159,0.0008008964],"category_scores_gemma":[0.00002967632,0.00008938866,0.0001463979,0.0003105106,0.000193436,0.0006285122,0.00003710894,0.0002467343,0.000003239179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176095,"about_ca_system_score_gemma":0.00009889433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005664789,"about_ca_topic_score_gemma":0.008751669,"domain_scores_codex":[0.9985009,0.0002080593,0.0001611564,0.0003296919,0.0004435727,0.0003565743],"domain_scores_gemma":[0.999431,0.000117845,0.00003774423,0.0001800351,0.00006015294,0.0001732599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002839728,0.0001450751,0.05896267,0.00002473051,0.00006608583,0.00003110937,0.9247426,0.0001215834,0.0007304776,0.002702284,0.005865251,0.006579718],"study_design_scores_gemma":[0.001270316,0.0002068478,0.3493231,0.00004927344,0.0001429712,0.000005154895,0.3842523,0.0006655866,0.0001799608,0.001469964,0.2615573,0.0008772649],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837265,0.00006624211,0.0004493081,0.01360968,0.00014158,0.0002278335,0.0000269085,0.00008759869,0.001664343],"genre_scores_gemma":[0.9905233,0.00003486959,0.0001627198,0.006995008,0.0001090074,0.00003250438,0.00002207652,0.0000117628,0.002108763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5404903,"threshold_uncertainty_score":0.9961572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02594344324669889,"score_gpt":0.2817552498314348,"score_spread":0.2558118065847359,"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."}}