{"id":"W1494433432","doi":"10.1093/geronb/gbq032","title":"Predicting Older Adults' Driving Difficulties Using the Roadwise Review","year":2010,"lang":"en","type":"article","venue":"The Journals of Gerontology Series B","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Motor Association Foundation for Traffic Safety","keywords":"Predictive validity; Poison control; Human factors and ergonomics; Flexibility (engineering); Psychology; Gerontology; Medicine; Clinical psychology; Environmental health; Statistics","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":[0.003622682,0.0002269306,0.0007718733,0.0069905,0.0003659877,0.001028686,0.0005895382,0.0005181797,0.001843661],"category_scores_gemma":[0.02917192,0.0002595791,0.0008044568,0.002935369,0.0001238057,0.001130741,0.0009254264,0.000247396,0.0005743309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003155867,"about_ca_system_score_gemma":0.001339316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006023342,"about_ca_topic_score_gemma":0.01775028,"domain_scores_codex":[0.997259,0.0008233076,0.0009506635,0.0001626718,0.0007188321,0.00008536036],"domain_scores_gemma":[0.9746986,0.008288188,0.007884344,0.0007021668,0.00782994,0.0005967919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001622299,0.00007906138,0.9331644,0.001233951,0.0003147383,0.0001578817,0.0003857923,0.0001287952,0.0002166531,0.00007388402,0.00382518,0.06025752],"study_design_scores_gemma":[0.00002782229,0.0003974649,0.988648,0.0004386996,0.0004632033,0.0007126191,0.000623678,0.0005158037,0.0002963007,0.00008061555,0.007766727,0.00002913638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598408,0.01791255,0.0008930199,0.0007199601,0.000144118,0.0006904939,0.01195735,0.00009613741,0.007745521],"genre_scores_gemma":[0.9753104,0.01128665,0.004749293,0.0002126664,0.0001532544,0.0004866514,0.006143455,0.00001593481,0.001641669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0069905,"threshold_uncertainty_score":0.01915878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06418606878398107,"score_gpt":0.4184938482195627,"score_spread":0.3543077794355816,"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."}}