{"id":"W4415040083","doi":"10.1007/s10509-025-04497-6","title":"High energy emission powered by accreting companions of Be/$\\gamma $ Cas stars","year":2025,"lang":"en","type":"article","venue":"Astrophysics and Space Science","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Stars; High energy; Cosmology; Accretion (finance); High latitude; Emission spectrum; Energy (signal processing)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001115628,0.0001440562,0.0002284608,0.00005867713,0.0003991267,0.00006080522,0.0001962214,0.00001805332,0.00002356369],"category_scores_gemma":[0.00001077464,0.000126116,0.00004230662,0.0003954507,0.0003606533,0.0001189992,0.0001565232,0.00007579113,6.608629e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001359574,"about_ca_system_score_gemma":0.00008438576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001667324,"about_ca_topic_score_gemma":0.000005337608,"domain_scores_codex":[0.9990421,0.00002203933,0.0001594066,0.0002992101,0.0002019135,0.0002753451],"domain_scores_gemma":[0.9994016,0.0001045482,0.0001121973,0.0002026123,0.00009497343,0.00008406087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005073935,0.0002362504,0.5828484,0.0000387774,0.0001524492,0.000001679697,0.001198228,0.000119593,0.10254,0.2025795,0.009366808,0.1008675],"study_design_scores_gemma":[0.003351419,0.0007187621,0.4758162,0.0005116138,0.0003696828,0.000003387987,0.009162094,0.01023443,0.4215991,0.0288341,0.04770349,0.001695706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9127191,0.0004061291,0.05901031,0.00103996,0.0004775362,0.0001152773,0.00006451931,0.00002401993,0.0261431],"genre_scores_gemma":[0.997032,0.000029592,0.002309966,0.00003800208,0.00004366803,0.00000204635,0.00002048463,0.000005077561,0.0005192009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3190591,"threshold_uncertainty_score":0.514286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005936918343381124,"score_gpt":0.2253881565738986,"score_spread":0.2194512382305175,"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."}}