{"id":"W4376473324","doi":"10.1007/174_2022_366","title":"Benign Tumors/Premalignant Conditions","year":2023,"lang":"en","type":"book-chapter","venue":"Medical radiology","topic":"Bone Tumor Diagnosis and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Adamantinoma; Medicine; Tibia; Ulna; Humerus; Fibula; Femur; Anatomy; Ameloblastoma; Surgery; Maxilla","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":[0.0001604206,0.0006706134,0.0004142604,0.001174426,0.0006655313,0.001807862,0.0005238668,0.0008779922,0.08938712],"category_scores_gemma":[0.000441687,0.0002449952,0.0002508993,0.0009466968,0.0005965611,0.001263458,0.0009090685,0.001608832,0.04465177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006588635,"about_ca_system_score_gemma":0.0007672412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001598969,"about_ca_topic_score_gemma":0.00733659,"domain_scores_codex":[0.999874,0.0000160223,0.000005203774,0.00001296516,0.00007858457,0.00001316289],"domain_scores_gemma":[0.9998846,0.00005275536,0.00000888669,0.000006888867,0.00002916091,0.00001759513],"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":[0.00001819708,0.00005386132,0.0001283195,0.000465594,0.000004096551,0.0005665444,0.0002979615,0.0002356066,0.0009870415,0.07344373,0.6759166,0.2478824],"study_design_scores_gemma":[0.000001316624,0.000005408406,0.0001227616,0.000134962,0.000001588282,0.0005905616,0.00004090666,0.00002929227,0.00009183568,0.00561026,0.993369,0.000002059892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004595399,0.04070915,0.001350987,0.001682272,0.003917906,0.00003978073,0.0001735722,0.0001082216,0.9515585],"genre_scores_gemma":[0.002140996,0.02189259,0.001455478,0.001606407,0.001403046,0.00002984004,0.0001388456,0.00009405849,0.9712388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08938712,"threshold_uncertainty_score":0.2990297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03173852897970592,"score_gpt":0.298671728044968,"score_spread":0.2669331990652621,"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."}}