{"id":"W3214046216","doi":"10.1364/pcaop.2021.pth2e.4","title":"The importance of thermal blooming for laser weapon atmospheric propagation modelling","year":2021,"lang":"en","type":"article","venue":"OSA Imaging and Applied Optics Congress 2021 (3D, COSI, DH, ISA, pcAOP)","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Thermal blooming; Thermal; Laser; Optics; Energy transfer; Fiber laser; Materials science; Thermal transfer; Heat transfer; Infrared; Laser beams; Mechanics; Physics; Meteorology; Engineering physics","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":[0.0001956705,0.0002771265,0.0003482814,0.00001262935,0.0004360445,0.0001833365,0.0001955443,0.0000636413,0.0000167579],"category_scores_gemma":[0.00003978485,0.0002313367,0.00008704363,0.000200993,0.000324842,0.0001261665,0.0001923557,0.0002801281,0.000003045401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002611592,"about_ca_system_score_gemma":0.00006558342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005922035,"about_ca_topic_score_gemma":0.000003594621,"domain_scores_codex":[0.9984112,0.00002371781,0.0004242551,0.0004784508,0.0001988466,0.0004634856],"domain_scores_gemma":[0.9985397,0.0004138325,0.0002825927,0.0004645293,0.0002345314,0.00006478444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002850653,0.0003724617,0.01331431,0.0002157592,0.0004359798,0.00002337805,0.0004915972,0.1141224,0.1083199,0.2156284,0.0002567566,0.5465339],"study_design_scores_gemma":[0.001322691,0.00002956543,0.00005487386,0.0001564941,0.0001731879,0.000004309966,0.002049268,0.7137938,0.2618955,0.01749585,0.002449944,0.0005745825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6564653,0.0009410148,0.3363643,0.0007335295,0.0003305752,0.0006358816,0.00004658306,0.0001098242,0.004372928],"genre_scores_gemma":[0.8709981,0.00006504645,0.1283326,0.00004142491,0.0001491712,0.00007273875,0.00003922927,0.000045922,0.0002557251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5996713,"threshold_uncertainty_score":0.9433635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008828144346812939,"score_gpt":0.230206344805886,"score_spread":0.2213782004590731,"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."}}