{"id":"W4409728117","doi":"10.2214/ajr.25.33091","title":"The Global Reading Room: Radiology, Then and Now","year":2025,"lang":"en","type":"article","venue":"American Journal of Roentgenology","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Reading (process); Radiology; Medical physics; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.001769366,0.00009575494,0.0003017005,0.00013118,0.0007166456,0.00001562338,0.0004056686,0.00006738684,0.00007343559],"category_scores_gemma":[0.001342146,0.00006309026,0.00005029081,0.000405808,0.0006885321,0.0001070893,0.000178491,0.0007834438,0.00006208252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004063518,"about_ca_system_score_gemma":0.0009121287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002762879,"about_ca_topic_score_gemma":0.00009067074,"domain_scores_codex":[0.9972981,0.001403369,0.0005317967,0.0001392491,0.0001493482,0.0004781091],"domain_scores_gemma":[0.9974435,0.001242239,0.0006533347,0.0002374312,0.0002977135,0.0001258115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003791105,0.00004190768,0.8987794,0.00001253037,0.0002068325,0.00001533416,0.0009433388,0.000002458499,0.0001112897,0.007753015,0.01067065,0.08108413],"study_design_scores_gemma":[0.0007098638,0.0005619907,0.7104765,0.00004844307,0.00006729745,0.0004653411,0.0351573,0.00001847455,0.00001065776,0.007617072,0.2447952,0.00007184737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9257113,0.002899806,0.0004073243,0.05751162,0.001629682,0.0002125594,0.000004187547,0.00001201556,0.01161152],"genre_scores_gemma":[0.9906263,0.003774894,0.0003609342,0.002641011,0.0002309965,0.00001486031,0.000001105472,0.000009356992,0.002340586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2341245,"threshold_uncertainty_score":0.5511931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02637592252019437,"score_gpt":0.4764899809983065,"score_spread":0.4501140584781121,"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."}}