{"id":"W4416401787","doi":"10.1353/phx.2025.a975526","title":"Editorial/Mot du Directeur","year":2025,"lang":"en","type":"article","venue":"Phoenix","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001313793,0.0001033829,0.0002415028,0.00004706062,0.000675494,0.000004168677,0.0001497468,0.0004182981,0.0006923079],"category_scores_gemma":[0.001364228,0.00008499542,0.00006402392,0.000288807,0.0000345234,0.00005213443,0.00007415042,0.001255224,0.0006314398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001485473,"about_ca_system_score_gemma":0.001019101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009395232,"about_ca_topic_score_gemma":0.0001533058,"domain_scores_codex":[0.9982742,0.000490882,0.0003634918,0.0002070002,0.0002123397,0.0004520508],"domain_scores_gemma":[0.9983036,0.00101239,0.00007011972,0.0002899474,0.0001783001,0.0001456263],"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":[0.00001376369,0.00002660749,0.01303116,0.0001599905,0.00001244479,0.000001151192,0.00864124,1.14901e-7,0.0001614945,0.001227154,0.9739344,0.002790521],"study_design_scores_gemma":[0.0007198282,0.00002068941,0.009612021,0.0001327905,0.00001499047,1.124322e-7,0.001845062,0.00001365785,0.00002977659,0.0005780546,0.9869679,0.00006513749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.2003268,0.0004407745,0.0004955875,0.01762821,0.4251531,0.001023446,0.00001749566,0.0005029098,0.3544117],"genre_scores_gemma":[0.6864284,0.0008249551,0.0002727916,0.03832006,0.2500089,0.0002319461,0.00002524927,0.00003530402,0.02385241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4861016,"threshold_uncertainty_score":0.8116091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238318805151969,"score_gpt":0.3951085266276825,"score_spread":0.3712766461124856,"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."}}