{"id":"W4247855818","doi":"10.1213/xaa.0000000000001382","title":"In Response","year":2021,"lang":"en","type":"letter","venue":"A&A Practice","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Chemistry; Programming language; Psychology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006277121,0.0001663682,0.0002999842,0.0002380694,0.00002030002,0.00005361397,0.00009163575,0.00040158,0.001212603],"category_scores_gemma":[0.004760282,0.0001659638,0.00008796945,0.000296575,0.00002199078,0.0003482666,0.00007100759,0.001683582,0.0008273378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001008074,"about_ca_system_score_gemma":0.0001461688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001402778,"about_ca_topic_score_gemma":0.00001180134,"domain_scores_codex":[0.9984053,0.0004179153,0.0002186767,0.0003499191,0.0003595813,0.0002485918],"domain_scores_gemma":[0.9963418,0.002895633,0.0001244189,0.0005195618,0.00008380212,0.0000348035],"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":[0.0004508965,0.0001009979,0.00006175181,0.0001159043,0.00007867342,0.1357662,0.00008885983,1.087224e-7,0.00001046152,0.00002503987,0.8628092,0.0004918977],"study_design_scores_gemma":[0.0008161233,0.00009486369,0.001038788,0.0001844511,0.0003731184,0.0008994846,0.0001471124,0.000001016865,0.00002956902,0.00001778713,0.9962423,0.000155346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009743946,0.0007272246,0.000004565444,0.9268662,0.0004760821,0.0002488745,0.000003070666,0.00003922026,0.07066034],"genre_scores_gemma":[0.0007688769,0.0003736858,0.0008971418,0.9379067,0.001914266,0.00005067202,0.000109127,0.0000401585,0.05793935],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1348667,"threshold_uncertainty_score":0.9999506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05011027739368321,"score_gpt":0.3498982098766231,"score_spread":0.2997879324829399,"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."}}