{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038392,0.001064543,0.000925049,0.001953461,0.005072698,0.01321755,0.001244689,0.008874294,0.06688593],"category_scores_gemma":[0.009220228,0.0004601513,0.00075247,0.001541795,0.007498509,0.01605304,0.005757197,0.0133008,0.01832559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002126836,"about_ca_system_score_gemma":0.006290861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003888771,"about_ca_topic_score_gemma":0.01521532,"domain_scores_codex":[0.9965094,0.001287766,0.0001936286,0.0004126231,0.0008799998,0.0007165423],"domain_scores_gemma":[0.9885639,0.002471944,0.0006889937,0.0006904599,0.001755818,0.005828845],"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":[0.00007065096,0.00005988377,0.001995689,0.0003298153,0.00001342014,0.0007901112,0.00253451,0.00003329765,0.0007268476,0.01645135,0.8489994,0.127995],"study_design_scores_gemma":[0.00001012236,0.00003627892,0.002174856,0.0005513233,0.00001315072,0.001730658,0.005803257,0.00001673788,0.0001026966,0.005843991,0.9836828,0.0000340535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00378416,0.1807248,0.001784858,0.6288605,0.06842118,0.00001897242,0.0001578868,0.0007106363,0.1155371],"genre_scores_gemma":[0.08922952,0.1174909,0.005082041,0.2479674,0.1379902,0.00006692478,0.0003431806,0.001113382,0.4007165],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06688593,"threshold_uncertainty_score":0.2237557,"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."}}