{"id":"W4417211604","doi":"10.1213/xaa.0000000000002113","title":"In Response","year":2025,"lang":"en","type":"article","venue":"A&A Practice","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002683249,0.00006478088,0.00007702767,0.0002222612,0.00003431817,0.00003613029,0.0001308168,0.00004528209,0.0001539963],"category_scores_gemma":[0.02328209,0.00006998301,0.00001662997,0.0008919736,0.00002555232,0.00104244,0.00006516618,0.0002308792,0.0134488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148208,"about_ca_system_score_gemma":0.0001832631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002611269,"about_ca_topic_score_gemma":0.00005522095,"domain_scores_codex":[0.998428,0.0009498819,0.0001423049,0.0001738784,0.000134969,0.0001709727],"domain_scores_gemma":[0.9956035,0.003902239,0.00006662965,0.0003339459,0.00006902153,0.00002465789],"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":[0.02258893,0.0009703669,0.001017089,0.00002227153,0.00009747616,0.005586209,0.001788581,0.00007532548,0.07689399,0.05466001,0.8335547,0.002745003],"study_design_scores_gemma":[0.0005412057,0.00002027249,0.005735796,0.00001587105,0.00002274232,0.0001079928,0.0004289673,0.00004940649,0.001682375,0.0006385084,0.9906876,0.00006923441],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4346914,0.0004617503,0.00008905586,0.08252649,0.0004747231,0.0002867173,0.000007351279,0.0001848993,0.4812776],"genre_scores_gemma":[0.9719442,0.00001090979,0.002104579,0.007545342,0.00002336502,0.00002252196,9.775075e-7,0.00002293956,0.01832517],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5372528,"threshold_uncertainty_score":0.9873194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01899314638081789,"score_gpt":0.4089013978889757,"score_spread":0.3899082515081578,"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."}}