{"id":"W4396885077","doi":"10.3847/1538-4357/ad2f1e","title":"The Evolution of Accreting Binaries: From Brown Dwarfs to Supermassive Black Holes","year":2024,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Physics; Circumbinary planet; Astrophysics; Supermassive black hole; Accretion (finance); Mass ratio; Astronomy; Exoplanet; Brown dwarf; Planet; Stars; Galaxy","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":[0.000258581,0.0001786073,0.000219849,0.0007386513,0.0004090119,0.0007296837,0.0002730812,0.0004211676,0.0009383449],"category_scores_gemma":[0.0007361286,0.000134755,0.0001494436,0.0004942764,0.0003253416,0.000329456,0.0005110258,0.0002167186,0.0002572793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003828506,"about_ca_system_score_gemma":0.0001348015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003103278,"about_ca_topic_score_gemma":0.003798089,"domain_scores_codex":[0.9999106,0.00001494679,0.000006459044,0.00002652295,0.00001407731,0.00002746113],"domain_scores_gemma":[0.9994324,0.0001019065,0.0002290142,0.00003045423,0.00004637205,0.000159939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003525507,0.00009747183,0.9654928,0.00001433886,0.00004727466,0.0003667561,0.0003257779,0.001073298,0.02879851,0.0002433873,0.00006397591,0.003123906],"study_design_scores_gemma":[0.000003462123,0.00004089224,0.9977834,0.000002271694,0.000007006994,0.0001992088,0.0001611787,0.0008731392,0.0007604678,0.00009440192,0.00007198224,0.000002780369],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997744,0.00004746842,0.00002082321,0.000007569609,3.987886e-7,8.277344e-7,0.00002517771,0.000001351853,0.0001219943],"genre_scores_gemma":[0.9998662,0.00001746238,0.00002432095,0.000005024351,0.000001155603,5.179925e-7,0.00003492294,9.631614e-7,0.00004935649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003103278,"threshold_uncertainty_score":0.006170452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051224069375667,"score_gpt":0.2358839232973557,"score_spread":0.225371682603599,"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."}}