{"id":"W2107110738","doi":"10.1007/s00159-013-0059-2","title":"Common envelope evolution: where we stand and how we can move forward","year":2013,"lang":"en","type":"article","venue":"The Astronomy and Astrophysics Review","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":1020,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Alberta","funders":"Science and Technology Facilities Council; National Natural Science Foundation of China","keywords":"Physics; Envelope (radar); Astronomy; Astrobiology; Planetary science; Astrophysics; Telecommunications; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001373611,0.00036283,0.0005578707,0.0000238147,0.0003444667,0.000229037,0.0002595824,0.00003206393,0.0003223594],"category_scores_gemma":[0.000001360477,0.000245539,0.0001436138,0.0001464889,0.0001920822,0.0003413125,0.0001931747,0.0003083111,0.00005001429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002683952,"about_ca_system_score_gemma":0.00007223828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001777738,"about_ca_topic_score_gemma":0.000006071768,"domain_scores_codex":[0.9986686,0.0001053914,0.0002586031,0.0003539906,0.0001730435,0.0004403378],"domain_scores_gemma":[0.9990774,0.00005509208,0.0001645892,0.0004302103,0.00008219764,0.0001904833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004310469,0.00004322895,0.01549383,0.0004550418,0.0001343385,4.987373e-7,0.0001456059,0.00000478475,0.00007078132,0.004810506,0.00687649,0.9719606],"study_design_scores_gemma":[0.0006173787,0.0001270938,0.01495903,0.002249843,0.000223155,0.000004592376,0.001206939,0.00004545211,0.00007171335,0.002502068,0.9775065,0.0004862161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2945254,0.4621239,0.1142497,0.1208966,0.0002959572,0.003856471,0.0003615991,0.0001114567,0.003578815],"genre_scores_gemma":[0.9695151,0.02231598,0.005420864,0.0001432028,0.000605893,0.0002115805,0.00003936242,0.00005276578,0.001695205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9714743,"threshold_uncertainty_score":0.9999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089210382985703,"score_gpt":0.2179747428121775,"score_spread":0.2070826389823205,"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."}}