{"id":"W4393032840","doi":"10.32920/25413034","title":"Locomotive Horns: Influence of Position and Sound Characteristics on Effectiveness","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Mechanics and Biomechanics Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Sound (geography); Position (finance); Acoustics; Computer science; Business; Physics; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001561387,0.00021926,0.0003257466,0.0001218554,0.00002156013,0.0000388139,0.00008090037,0.000172579,0.000004701007],"category_scores_gemma":[0.0000210223,0.0001881324,0.0000513357,0.00007003072,0.00001875271,0.00001341132,0.0004108963,0.0003260427,0.00001263051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000611905,"about_ca_system_score_gemma":0.000008381964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000107959,"about_ca_topic_score_gemma":0.000002274897,"domain_scores_codex":[0.9993084,0.0000206346,0.0001903759,0.0002424697,0.0001200517,0.0001180343],"domain_scores_gemma":[0.9995936,0.00008029566,0.00005248193,0.0001701682,0.00007179377,0.00003172525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002442729,0.0003326467,0.0003072658,0.0582998,0.003843737,0.0001339876,0.002231373,0.01970817,0.4450825,0.4306056,0.0002397269,0.03897085],"study_design_scores_gemma":[0.0004513673,0.0007464514,0.01128593,0.006415615,0.0004605842,0.00001676707,0.0001009734,0.1083291,0.2179013,0.652783,0.00006767271,0.001441335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989342,0.000473403,0.008207828,0.00001714833,0.0005132136,0.0003466311,0.0001975402,0.0001399636,0.000762216],"genre_scores_gemma":[0.9991543,0.0005723962,0.0001143155,0.00001111284,0.00004368839,0.00004350202,0.00002262794,0.00002748335,0.00001056204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2271813,"threshold_uncertainty_score":0.7671815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008896587130821917,"score_gpt":0.2276547087451451,"score_spread":0.2187581216143232,"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."}}