{"id":"W4308678787","doi":"10.1007/s00330-022-09224-1","title":"Hybrid working in radiology: the promise and the perils","year":2022,"lang":"en","type":"editorial","venue":"European Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Interventional radiology; Medicine; Neuroradiology; Radiology; Medical physics; Ultrasound; Neurology","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005804421,0.0003360152,0.000836257,0.000159781,0.0003888682,0.00004051341,0.0005440401,0.0002339019,0.0005047067],"category_scores_gemma":[0.00412334,0.000186055,0.0001362721,0.000138869,0.001169717,0.00004111374,0.0002657268,0.003227593,0.00006847879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695261,"about_ca_system_score_gemma":0.0003438201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000578271,"about_ca_topic_score_gemma":0.000005744005,"domain_scores_codex":[0.9927269,0.005323538,0.0005624581,0.0006859344,0.0002113543,0.0004898232],"domain_scores_gemma":[0.9940716,0.004594171,0.0004459173,0.00075793,0.00004649967,0.00008385818],"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":[0.00120849,0.00003748234,0.00101361,0.00002779596,0.0001790113,0.0003946714,0.001878728,0.000009569755,0.0000112928,0.0003790103,0.9893759,0.005484361],"study_design_scores_gemma":[0.003204128,0.000281347,0.005536023,0.00003879081,0.000245465,0.002234384,0.0004279567,0.00005483878,3.965243e-7,0.000121969,0.9876738,0.0001809172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.05579775,0.02484395,0.000007613572,0.01576848,0.8721953,0.001665117,0.000016854,0.00008612412,0.02961878],"genre_scores_gemma":[0.08486891,0.01303514,0.00007261189,0.002063565,0.8942756,0.0002194665,0.0005149214,0.0001425893,0.004807213],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02907115,"threshold_uncertainty_score":0.999072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754731592896974,"score_gpt":0.2798065819532972,"score_spread":0.2622592660243274,"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."}}