{"id":"W1978705905","doi":"10.1016/j.aap.2009.11.001","title":"Comparative optimism among drivers: An intergenerational portrait","year":2009,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Optimism; Crash; Injury prevention; Poison control; Suicide prevention; Human factors and ergonomics; Demography; Occupational safety and health; Age groups; Psychology; Gerontology; Medicine; Environmental health; Social psychology; Sociology; Computer science","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":[0.0004451704,0.0001318724,0.0001244783,0.001131432,0.0006843099,0.001147734,0.000237713,0.0003477126,0.002287644],"category_scores_gemma":[0.001219374,0.0001143977,0.0002402158,0.0007927676,0.0006237158,0.0008950219,0.0007986238,0.0004440596,0.0001164014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004893051,"about_ca_system_score_gemma":0.0001711843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004503172,"about_ca_topic_score_gemma":0.004622931,"domain_scores_codex":[0.9999231,0.00002606704,0.000003838953,0.00001328183,0.0000115665,0.00002216016],"domain_scores_gemma":[0.9996412,0.0001166396,0.00007662042,0.00004972206,0.0000653325,0.00005048995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008435412,0.0003939007,0.7455953,0.0001224742,0.0002413313,0.002334389,0.1108702,0.001188323,0.003904058,0.02038196,0.001188315,0.1129362],"study_design_scores_gemma":[0.000007118964,0.0001952968,0.9612474,0.0000309783,0.00007138561,0.001278474,0.02834528,0.0003582143,0.0004235853,0.003341714,0.004680052,0.00002054416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918175,0.0007243013,0.0001568178,0.0002026791,0.00000802971,0.000004177001,0.00008226062,0.000002251321,0.007001902],"genre_scores_gemma":[0.9992244,0.000253788,0.00004170028,0.000008151056,0.000002972894,0.000002016593,0.00003179935,8.639709e-7,0.0004342633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004503172,"threshold_uncertainty_score":0.008953869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.028389830551593,"score_gpt":0.3656972078983812,"score_spread":0.3373073773467882,"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."}}