{"id":"W3038621489","doi":"10.1186/s13244-020-00886-3","title":"Utilization of breast MRI and breast MRI-guided biopsy in clinical practice: results of a survey in Québec and France","year":2020,"lang":"en","type":"article","venue":"Insights into Imaging","topic":"MRI in cancer diagnosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital; Royal Victoria Regional Health Centre","funders":"","keywords":"Medicine; Breast MRI; Neuroradiology; Interventional radiology; Workload; Breast biopsy; Radiology; Breast cancer; Biopsy; Breast ultrasound; Magnetic resonance imaging; Breast imaging; Mammography; General surgery; Cancer; Neurology; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001101974,0.0002309674,0.0002169381,0.001096653,0.0007871104,0.0008725368,0.0005564929,0.0005679444,0.002313063],"category_scores_gemma":[0.003478674,0.0001617271,0.0003142749,0.002250859,0.0005177211,0.0003996723,0.0004540966,0.0003831353,0.0002700774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01183706,"about_ca_system_score_gemma":0.006297703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9452606,"about_ca_topic_score_gemma":0.9455888,"domain_scores_codex":[0.9989244,0.0002548486,0.0001056702,0.0001508213,0.0003119211,0.0002523953],"domain_scores_gemma":[0.9942909,0.0008922881,0.001662021,0.00008221997,0.001929739,0.001142821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004277162,0.00003657142,0.9946476,0.00002963105,0.00002419018,0.00008905849,0.0007429554,0.00007119156,0.000145968,0.00001760998,0.0006612508,0.003491111],"study_design_scores_gemma":[0.000003007562,0.00002463539,0.9985007,0.00001567159,0.000003931255,0.00003846953,0.0008399618,0.0001372742,0.0000168838,0.000001430735,0.0004136919,0.000004289346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959056,0.00054654,0.00009497152,0.0004707331,0.000006767752,0.00003570911,0.001540257,0.00001311952,0.001386149],"genre_scores_gemma":[0.9982204,0.0002526011,0.0001326354,0.0001770009,0.000005622916,0.00002318554,0.0006354748,0.000003554289,0.0005494916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05473936,"threshold_uncertainty_score":0.1101234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07339198123712987,"score_gpt":0.3800103728145877,"score_spread":0.3066183915774578,"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."}}