{"id":"W4311544661","doi":"10.1093/mnras/stac3527","title":"A low-mass companion desert among intermediate-mass visual binaries: The scaled-up counterpart to the brown dwarf desert","year":2022,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Naval Observatory; National Science Foundation; Korea Astronomy and Space Science Institute; Ministério da Ciência, Tecnologia, Inovações e Comunicações; National Research Council Canada; European Space Agency","keywords":"Physics; Brown dwarf; Astrophysics; Stars; Stellar mass; Population; Low Mass; Astronomy; Planetary mass; Planetary system; Star formation","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":[0.0001230179,0.00009676856,0.0002020479,0.0006356554,0.0003860969,0.00032755,0.0002196608,0.0001339497,0.001380613],"category_scores_gemma":[0.0004773067,0.00007106228,0.00006619055,0.0003401197,0.0002857647,0.0001854378,0.0004990736,0.0001353623,0.0001788221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001367024,"about_ca_system_score_gemma":0.00006301281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007105038,"about_ca_topic_score_gemma":0.0009171753,"domain_scores_codex":[0.9999251,0.00000652143,0.000004502338,0.00002453953,0.00001802401,0.00002132515],"domain_scores_gemma":[0.9996272,0.00005559392,0.0001325261,0.00003225111,0.00004256075,0.0001099047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001031432,0.00002964399,0.974551,0.00001158617,0.00001433563,0.0006472117,0.0001913267,0.00008358112,0.01785413,0.0002478976,0.00008239391,0.006183658],"study_design_scores_gemma":[0.000006468432,0.0001043146,0.9924567,0.000003971605,0.000009812462,0.002764103,0.0002829106,0.0007258609,0.002638783,0.0004663647,0.0005367988,0.000003979696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999491,0.00004051508,0.000165998,0.000006327557,8.130662e-7,9.114963e-7,0.00001652125,0.000005051108,0.0002728054],"genre_scores_gemma":[0.9998819,0.00000412287,0.00005485241,0.00000267068,0.000001044818,2.318998e-7,0.00001971881,4.590063e-7,0.00003488391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001380613,"threshold_uncertainty_score":0.004618645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00754924302640382,"score_gpt":0.214162823526994,"score_spread":0.2066135805005902,"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."}}