{"id":"W4317516006","doi":"10.1093/mnras/stad203","title":"A black widow population dissection through HiPERCAM multiband light-curve modelling","year":2023,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Pulsars and Gravitational Waves Research","field":"Physics and Astronomy","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Planetary Science Division; Science Mission Directorate; Horizon 2020 Framework Programme; Science and Technology Facilities Council; Instituto de Astrofísica de Canarias; H2020 European Research Council; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; European Commission; Ministerio de Ciencia e Innovación; Space Telescope Science Institute; European Southern Observatory; Queen's University; National Science Foundation; Royal Society; Federación Española de Enfermedades Raras; National Central University; Queen's University Belfast; Gordon and Betty Moore Foundation; European Regional Development Fund; Eötvös Loránd Tudományegyetem; Los Alamos National Laboratory; Johns Hopkins University; National Aeronautics and Space Administration; Durham University; Smithsonian Institution","keywords":"Physics; Light curve; Astrophysics; Millisecond pulsar; William Herschel Telescope; Roche lobe; Pulsar; Stars; Astronomy; Population; White dwarf; Pulsar planet; Orbital period; Telescope; Binary pulsar; Spectral line; Spectrograph","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005429498,0.0004608519,0.000369695,0.002350872,0.0003618803,0.001288218,0.0006919836,0.0004208812,0.001277429],"category_scores_gemma":[0.001839718,0.0001655815,0.0008531189,0.001029003,0.0001663134,0.000441421,0.0006699925,0.0003858829,0.0004436699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005606514,"about_ca_system_score_gemma":0.0003580203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01071086,"about_ca_topic_score_gemma":0.00639146,"domain_scores_codex":[0.9998192,0.00003737116,0.000008199489,0.00006511588,0.00002984064,0.0000402832],"domain_scores_gemma":[0.9992837,0.0002763102,0.0001526782,0.0001086679,0.00009783998,0.00008075129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000519942,0.0001981098,0.5868377,0.00007698284,0.0003683621,0.0008907766,0.0006044086,0.3167231,0.01303987,0.00397425,0.002534825,0.07423167],"study_design_scores_gemma":[0.000009339135,0.00003378959,0.07794282,0.00001154053,0.00005318851,0.0001531446,0.000145149,0.9171783,0.001319929,0.001375386,0.001752576,0.00002483574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9642588,0.00007159259,0.03298466,0.00005006493,0.00000961529,0.00004573255,0.0009204754,0.0003993392,0.00125977],"genre_scores_gemma":[0.9861805,0.00003100445,0.01196467,0.00001015459,0.000008265758,0.00002467716,0.001188911,0.00008818288,0.0005037819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01071086,"threshold_uncertainty_score":0.02129704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781122730621525,"score_gpt":0.2837306021633467,"score_spread":0.2659193748571314,"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."}}