{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00443356,0.0001035485,0.0002163246,0.0003263748,0.00001200747,0.0000102928,0.0001725186,0.00009932225,0.0000339998],"category_scores_gemma":[0.003082474,0.000103296,0.00004075583,0.0007980267,0.00001420557,0.00009848295,0.00006091506,0.0004834555,0.00001900121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001829899,"about_ca_system_score_gemma":0.00003302327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002150311,"about_ca_topic_score_gemma":0.000006807598,"domain_scores_codex":[0.9984747,0.0001133709,0.0003079025,0.0001716787,0.0005701,0.0003622513],"domain_scores_gemma":[0.9989955,0.0002506279,0.00001012383,0.0002711199,0.0002465239,0.0002260565],"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":[0.00006932504,0.00007086823,0.0001123082,0.0001809711,0.0000147242,0.00001361075,0.0001032798,0.2324255,0.7598403,0.001167727,0.0002732777,0.005728084],"study_design_scores_gemma":[0.0006740666,0.0001420567,0.000233485,0.00007746537,0.00000255368,0.000001970263,0.00005611751,0.2485453,0.7436982,0.003285716,0.003105716,0.0001773678],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6535029,0.0008445693,0.3414657,0.00005787632,0.0006429569,0.0004626932,0.000003861987,0.0004448906,0.002574506],"genre_scores_gemma":[0.9868947,0.0000138328,0.01291617,0.000002093509,0.00007659913,0.00003220719,7.704663e-7,0.0000268503,0.00003678435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3333918,"threshold_uncertainty_score":0.4212291,"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."}}