{"id":"W3000318979","doi":"10.1093/mnras/stz3542","title":"Luminous Red Novae: population models and future prospects","year":2019,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Australian Research Council; Consejo Nacional de Ciencia y Tecnología; National Science Foundation","keywords":"Physics; Astrophysics; Common envelope; Light curve; Luminosity; Astronomy; Population; Observable; Luminosity function; Stars; Supergiant; Envelope (radar); Galaxy; White dwarf","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":[0.001968812,0.0005493474,0.0007276353,0.0008933469,0.0009162002,0.002388897,0.002068467,0.001422142,0.007563921],"category_scores_gemma":[0.003987516,0.0003031283,0.0008000481,0.0007402883,0.0008783487,0.002261396,0.001136503,0.0009023723,0.00095292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001233864,"about_ca_system_score_gemma":0.0004868869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009384939,"about_ca_topic_score_gemma":0.00621395,"domain_scores_codex":[0.9997254,0.0001177189,0.000009976437,0.00008110333,0.00002624501,0.00003957028],"domain_scores_gemma":[0.9985126,0.0008122456,0.0002597583,0.00009058273,0.0001259218,0.0001988773],"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":[0.0001876717,0.0002486432,0.1163308,0.0001718685,0.0001661086,0.0006500114,0.0007543511,0.4943129,0.0008205419,0.3479367,0.005676845,0.03274351],"study_design_scores_gemma":[0.00006948698,0.00007034699,0.01620617,0.00003737673,0.00003092914,0.0002354787,0.0002237229,0.8466481,0.00008685145,0.1328314,0.003525315,0.00003477069],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8485765,0.002829671,0.09956858,0.005360552,0.0001489725,0.000218917,0.003002262,0.0004840007,0.03981051],"genre_scores_gemma":[0.983167,0.001029951,0.007101842,0.0002792439,0.0001455108,0.0001695177,0.001065338,0.00005360424,0.006987985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009384939,"threshold_uncertainty_score":0.02530384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00648514198163236,"score_gpt":0.1945698338152388,"score_spread":0.1880846918336064,"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."}}