{"id":"W2080878201","doi":"10.5539/mer.v5n1p35","title":"Increase in Visibility of Light Signals","year":2015,"lang":"en","type":"article","venue":"Mechanical Engineering Research","topic":"Advanced Measurement and Detection Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visibility; Civil aviation; Flash (photography); SIGNAL (programming language); Aviation; Perception; Computer science; Optics; Engineering; Physics; Psychology; Aerospace engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000175658,0.000182824,0.0001923958,0.0004404376,0.0001762895,0.000342197,0.0001733754,0.0003858204,0.0028658],"category_scores_gemma":[0.001653375,0.0001126135,0.0001945748,0.0001584849,0.0002371869,0.0003796062,0.0004696764,0.0004701478,0.0002138778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034249,"about_ca_system_score_gemma":0.00008307266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000310681,"about_ca_topic_score_gemma":0.0001511598,"domain_scores_codex":[0.9996928,0.00005134074,0.00001177896,0.000080119,0.0001177292,0.00004622935],"domain_scores_gemma":[0.9990152,0.000423394,0.0001699027,0.00008535825,0.0001917725,0.0001143759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001180065,0.0002742037,0.02250265,0.0002210643,0.00004057223,0.0003309955,0.001665338,0.0002283903,0.9438079,0.0003688667,0.0001913995,0.02918858],"study_design_scores_gemma":[0.00006733994,0.008414909,0.6252512,0.00004932346,0.0001401702,0.002553362,0.001759628,0.00269744,0.3526868,0.0009230497,0.005408221,0.00004846998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950221,0.0002431534,0.002819522,0.00001941832,0.00001160081,0.00001838683,0.00002843373,0.00003349868,0.001803866],"genre_scores_gemma":[0.9981698,0.00009201797,0.0009180371,0.00001664192,0.00001020511,0.00000685955,0.00004582277,0.000009380669,0.0007312298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0028658,"threshold_uncertainty_score":0.009587049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1297230556305635,"score_gpt":0.3814892051568428,"score_spread":0.2517661495262793,"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."}}