{"id":"W4281684995","doi":"10.2174/18744478-v16-e2204220","title":"Risk Perception and Crash Involvement of Cell Phone Users While Driving Among Young Drivers in Developing Countries: The Case of Qatar","year":2022,"lang":"en","type":"article","venue":"The Open Transportation Journal","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Crash; Phone; Risk perception; Human factors and ergonomics; Poison control; Aggressive driving; Logistic regression; Perception; Injury prevention; Occupational safety and health; Distracted driving; Suicide prevention; Applied psychology; Psychology; Computer security; Environmental health; Demography; Transport engineering; Medicine; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000843299,0.00007943305,0.0001273023,0.00006147699,0.0003735984,0.00002642796,0.0002107592,0.00001897999,0.0001747452],"category_scores_gemma":[0.000002343544,0.00005727739,0.00003233285,0.000167454,0.00006303407,0.0002220189,0.00001333038,0.0002669374,3.217941e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008893287,"about_ca_system_score_gemma":0.00005210727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006213967,"about_ca_topic_score_gemma":0.004146348,"domain_scores_codex":[0.9992167,0.00008613491,0.0003627356,0.00007217786,0.0001535273,0.0001087181],"domain_scores_gemma":[0.9996358,0.00005347475,0.0001604505,0.00008605207,0.00003238806,0.00003186782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00003612889,0.00002295932,0.3117922,0.00006442639,0.00006261188,0.00007361147,0.0914024,0.5949,0.0005892888,0.00012791,0.0001849909,0.0007434736],"study_design_scores_gemma":[0.001012954,0.00003030969,0.9199691,0.00005478742,0.00006811844,0.00006672583,0.07049902,0.007526365,0.0003037962,0.00004421725,0.0003132923,0.000111266],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957126,0.00006398051,0.003628873,0.00009730845,0.000132117,0.000228006,0.0000367332,0.000008309582,0.00009210627],"genre_scores_gemma":[0.9982172,0.001146165,0.0005615677,0.00001946421,0.00001098809,0.000009822676,0.00001126723,0.00001168687,0.00001179213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.608177,"threshold_uncertainty_score":0.2873455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009326151930450432,"score_gpt":0.2077068429935824,"score_spread":0.198380691063132,"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."}}