{"id":"W4404081568","doi":"10.1051/0004-6361/202449203","title":"The ANTARESS workflow","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Physics; Astrophysics; Workflow; Astronomy; Database; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003558451,0.002931091,0.001429256,0.002939785,0.00135071,0.007793988,0.004187864,0.001625797,0.09169742],"category_scores_gemma":[0.008270084,0.001712415,0.004007675,0.002039946,0.0007765944,0.003826788,0.005916978,0.003384356,0.1356424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001426143,"about_ca_system_score_gemma":0.003361832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006845,"about_ca_topic_score_gemma":0.006898034,"domain_scores_codex":[0.99715,0.0004014932,0.0003937866,0.0008288881,0.0009845233,0.0002413058],"domain_scores_gemma":[0.9964323,0.0007025101,0.0001528144,0.001440543,0.001035158,0.0002367069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009996758,0.0001518767,0.002201115,0.00154583,0.0002682075,0.0006662577,0.0006252901,0.006801712,0.007310309,0.0314863,0.7992868,0.1486567],"study_design_scores_gemma":[0.0001568991,0.00003183303,0.001112981,0.0002229116,0.00004407515,0.0002899151,0.0001692082,0.01628472,0.005453331,0.03063421,0.9454845,0.0001153425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.002238009,0.0005920723,0.3025282,0.0007621811,0.0004168969,0.0007165166,0.09503896,0.5571135,0.04059368],"genre_scores_gemma":[0.02055923,0.0009339219,0.3290204,0.001538471,0.000242807,0.00158234,0.4669159,0.1428265,0.03638045],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09169742,"threshold_uncertainty_score":0.3067585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006910496091145931,"score_gpt":0.2076017042942756,"score_spread":0.2006912082031297,"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."}}