{"id":"W3197334550","doi":"10.1007/978-3-030-73147-2_11","title":"Patient Assessment and Clinical Staging","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Breast cancer; Mammography; Radiology; Biopsy; Stage (stratigraphy); Physical examination; Concomitant; Cancer; Breast imaging; Internal medicine","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":[0.0006670007,0.0002998064,0.0002947907,0.000500106,0.0003436805,0.00105343,0.0004041388,0.0004627522,0.02785668],"category_scores_gemma":[0.00180196,0.0001704658,0.0001486427,0.0004069287,0.0003470658,0.0006741439,0.0006219794,0.001213098,0.01103133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004314417,"about_ca_system_score_gemma":0.000815645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492677,"about_ca_topic_score_gemma":0.004617672,"domain_scores_codex":[0.9997905,0.00008916947,0.000010057,0.00001838246,0.00007018375,0.000021772],"domain_scores_gemma":[0.999743,0.0001498118,0.00001076005,0.00001476875,0.00004902982,0.00003269524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003697575,0.00004641019,0.002784375,0.0001170323,0.000004206142,0.0005021171,0.0005550673,0.0006075411,0.000495281,0.04037879,0.3617354,0.5927368],"study_design_scores_gemma":[0.000003722657,0.00004757223,0.004675662,0.0003130104,0.000005297021,0.003861182,0.0004113996,0.0005225303,0.0002489331,0.02253547,0.9673615,0.00001356299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004006489,0.01884488,0.015406,0.01238997,0.00191467,0.00009137879,0.0006215849,0.0003178129,0.9464072],"genre_scores_gemma":[0.06135197,0.02985857,0.02205572,0.006042136,0.001515128,0.0001936785,0.00106807,0.000269153,0.8776456],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02785668,"threshold_uncertainty_score":0.0931899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04739184924121084,"score_gpt":0.3476989163798466,"score_spread":0.3003070671386358,"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."}}