{"id":"W2043178103","doi":"10.1016/j.jsr.2014.01.002","title":"Stages of driving behavior change within the Transtheoretical Model (TM)","year":2014,"lang":"en","type":"article","venue":"Journal of Safety Research","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Institute of Aging; Canadian Institutes of Health Research","keywords":"Transtheoretical model; Poison control; Injury prevention; Human factors and ergonomics; Transport engineering; Suicide prevention; Occupational safety and health; Behavior change; Psychology; Engineering; Medical emergency; Applied psychology; Computer security; Computer science; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0023932,0.0004930339,0.0003092864,0.001257136,0.0008382237,0.001735039,0.0007912578,0.0006539194,0.001852164],"category_scores_gemma":[0.004554237,0.0003675752,0.001659782,0.0008617702,0.000682405,0.001482537,0.001218738,0.001682865,0.0002827518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00218493,"about_ca_system_score_gemma":0.003884227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01233817,"about_ca_topic_score_gemma":0.02092362,"domain_scores_codex":[0.99866,0.0007663327,0.00008579724,0.0001659792,0.000221024,0.0001008574],"domain_scores_gemma":[0.998221,0.0007633833,0.0002968464,0.0001268355,0.0004638774,0.0001280531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000719603,0.002291281,0.5100804,0.001353868,0.0008197002,0.0001925721,0.03036685,0.01876462,0.002935935,0.1256927,0.003718292,0.3030641],"study_design_scores_gemma":[0.0002473653,0.005288514,0.6598425,0.001505609,0.001455032,0.001266837,0.03169023,0.1472815,0.005923592,0.1190917,0.02614859,0.000258564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7784367,0.001124412,0.1719422,0.003067867,0.0001636253,0.001756536,0.0008465302,0.0005226253,0.04213945],"genre_scores_gemma":[0.9558432,0.0002537423,0.04200291,0.00009262466,0.000006464446,0.0006169824,0.0002585097,0.00001270517,0.0009128289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01233817,"threshold_uncertainty_score":0.02453268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2542788594371489,"score_gpt":0.5208204057292617,"score_spread":0.2665415462921128,"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."}}