{"id":"W3043806420","doi":"10.3389/fpsyg.2020.01601","title":"Structural Equation Modeling of Drivers’ Situation Awareness Considering Road and Driver Factors","year":2020,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Fuzhou University","keywords":"Structural equation modeling; Psychology; Cognition; Affect (linguistics); Path analysis (statistics); Applied psychology; Cognitive psychology; Social psychology; Computer science; Communication; Machine learning","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":[0.0001018613,0.000129617,0.0002638063,0.0002123768,0.00005786363,0.00001044443,0.0001013736,0.0001587245,0.0006454745],"category_scores_gemma":[0.00006500837,0.000137139,0.00004475774,0.0001608229,0.00008715798,0.0001737547,0.00002351566,0.0001896432,0.00001493603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003084859,"about_ca_system_score_gemma":0.00001541804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007475296,"about_ca_topic_score_gemma":0.00001416583,"domain_scores_codex":[0.9988105,0.0001603177,0.0004157886,0.0003393998,0.0001040534,0.0001699124],"domain_scores_gemma":[0.999523,0.00003675324,0.0001620889,0.0001521489,0.00005797203,0.00006804577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003413839,0.00005215931,0.8830532,0.00003506265,0.0001482406,0.00001173287,0.07189,0.005944259,0.001043442,0.00189542,0.004116032,0.03146904],"study_design_scores_gemma":[0.002576234,0.0001362109,0.3736462,0.00002350609,0.00002767608,0.00001034392,0.01231458,0.6062676,0.00007598026,0.00410889,0.0005254978,0.0002871918],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7896891,0.00008627681,0.2056749,0.0005019301,0.002120487,0.000137625,0.000006785417,0.00004599564,0.001736874],"genre_scores_gemma":[0.9967918,0.00001567611,0.002605232,0.0004627451,0.00005131742,0.00000792293,0.00003063491,0.00001318271,0.00002150271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6003234,"threshold_uncertainty_score":0.7067494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08302849253393506,"score_gpt":0.363105824127034,"score_spread":0.2800773315930989,"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."}}