{"id":"W2809453421","doi":"10.1088/2399-6528/aae06d","title":"Proving the short-wavelength approximation in Pulsar Timing Array gravitational-wave background searches","year":2018,"lang":"en","type":"article","venue":"Journal of Physics Communications","topic":"Pulsars and Gravitational Waves Research","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Pulsar; Physics; Gravitational wave; Gravitational wave background; Astrophysics; Wavelength; Isotropy; Binary pulsar; Supermassive black hole; Astronomy; Millisecond pulsar; Optics","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":[0.007715127,0.001063794,0.001344873,0.002116455,0.001230924,0.003042253,0.00285614,0.001597064,0.002308863],"category_scores_gemma":[0.06655039,0.0009044093,0.001567779,0.002088964,0.004282249,0.008702519,0.00474427,0.003773345,0.0004961466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00163436,"about_ca_system_score_gemma":0.001960144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003833068,"about_ca_topic_score_gemma":0.002410572,"domain_scores_codex":[0.9966236,0.001323119,0.0001429354,0.0003832399,0.0009237579,0.0006034008],"domain_scores_gemma":[0.9350901,0.05440374,0.004206336,0.002402531,0.002603641,0.001293615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004119858,0.0002074778,0.01693473,0.0002956669,0.000193543,0.001334191,0.0006569247,0.1510342,0.00699161,0.7884357,0.003717691,0.0297864],"study_design_scores_gemma":[0.00005073302,0.0001164685,0.002924789,0.00005364289,0.00005462791,0.0004793429,0.0001518775,0.5505942,0.002201315,0.4418922,0.001440892,0.00003997399],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2847126,0.001149549,0.6816313,0.002860464,0.0001152753,0.0000864245,0.0004853404,0.0005061302,0.02845297],"genre_scores_gemma":[0.8725997,0.001603273,0.1182655,0.001136152,0.0005514488,0.0001746387,0.00062646,0.0003270559,0.004715769],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007715127,"threshold_uncertainty_score":0.04080194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124397985023808,"score_gpt":0.3900332422210441,"score_spread":0.2656352571972361,"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."}}