{"id":"W2064663553","doi":"10.1093/mnras/stu2652","title":"The nature of very faint X-ray binaries: hints from light curves","year":2015,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Space Telescope Science Institute; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Light curve; Neutron star; Millisecond pulsar; White dwarf; Pulsar; Millisecond; Orbital period; Astronomy; Accretion (finance); Stars","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000167517,0.0001878001,0.0003086054,0.000004607355,0.0002160368,0.00003635583,0.0007488728,0.00007360578,0.00004387409],"category_scores_gemma":[0.00003139807,0.0001076716,0.0004925738,0.00009959668,0.0003495258,0.000109514,0.0003517437,0.0004189199,0.00001027575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005524992,"about_ca_system_score_gemma":0.00009375426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006702745,"about_ca_topic_score_gemma":0.000007340942,"domain_scores_codex":[0.9987796,0.00007982669,0.0003773961,0.0002202992,0.0002726983,0.0002701888],"domain_scores_gemma":[0.9986691,0.0002764238,0.0003455631,0.0004752859,0.0001194032,0.0001142183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008404508,0.0004029222,0.05718061,0.00002184479,0.0006587419,2.918774e-8,0.001147497,0.9103009,0.0001276656,0.002806172,0.02607721,0.001192358],"study_design_scores_gemma":[0.002770157,0.0003771812,0.4426649,0.0004442052,0.0007892869,6.996962e-10,0.01065678,0.4924104,0.005329232,0.005976675,0.0377245,0.0008566859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949717,0.0004141544,0.0001484618,0.002662762,0.0003433661,0.0002049156,0.0002223195,0.00001229311,0.001020013],"genre_scores_gemma":[0.9979938,2.014711e-7,0.001187772,0.00006483356,0.0003761835,0.00001457348,0.00003492143,0.00001527777,0.0003124468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4178905,"threshold_uncertainty_score":0.4390722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008860118466868771,"score_gpt":0.2083153818998092,"score_spread":0.1994552634329404,"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."}}