{"id":"W2043482604","doi":"10.1177/1071181311551009","title":"Studying Collision Avoidance by Nearly Colliding","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Vehicle Dynamics and Control Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Collision avoidance; Collision; Test (biology); Physics; Aerospace engineering; Aeronautics; Computer science; Geology; Engineering; Computer security; Paleontology","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":[0.000291222,0.0002406704,0.0002214685,0.0002976149,0.000285408,0.0004009914,0.0002302526,0.000233555,0.001159245],"category_scores_gemma":[0.002547287,0.0001397003,0.0001448738,0.0002177843,0.0002672445,0.0002463413,0.0004343416,0.0001755453,0.0001688434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001616944,"about_ca_system_score_gemma":0.0001759317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002087204,"about_ca_topic_score_gemma":0.002126081,"domain_scores_codex":[0.9997293,0.0001056186,0.00001165681,0.00004400002,0.00007450813,0.00003488251],"domain_scores_gemma":[0.9992998,0.0004292865,0.00009690791,0.0000523798,0.00007730514,0.00004443806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003453843,0.001412409,0.2556117,0.0003601135,0.0003163174,0.001240194,0.007585966,0.1554852,0.4167532,0.004834663,0.0007276837,0.1522187],"study_design_scores_gemma":[0.0001776584,0.01489278,0.4522983,0.0000636742,0.0001248733,0.002009875,0.005648126,0.4484826,0.06480245,0.007192839,0.004173656,0.0001331779],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970976,0.00001817762,0.002379051,0.000004758156,0.000001561271,0.00001106356,0.000008574635,0.000003857541,0.0004754214],"genre_scores_gemma":[0.9968169,0.00003997579,0.002657535,0.000005986778,0.000002332618,0.00001843342,0.00004567338,0.000002372514,0.000410634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002087204,"threshold_uncertainty_score":0.004150033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322713337283973,"score_gpt":0.1847164769099904,"score_spread":0.1714893435371506,"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."}}