{"id":"W4237871904","doi":"10.1007/978-3-030-56263-2_1","title":"Introduction","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; Western University","funders":"","keywords":"Mammography; Digital mammography; Breast cancer; Medicine; Radiology; Nuclear medicine; Cancer; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004379003,0.0008875782,0.0005177393,0.001612943,0.001211224,0.003397862,0.001337919,0.001428445,0.6047851],"category_scores_gemma":[0.001395955,0.0003190849,0.0004902376,0.00134911,0.0004541282,0.00236051,0.002004192,0.001648731,0.5176795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009455375,"about_ca_system_score_gemma":0.001412946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429327,"about_ca_topic_score_gemma":0.005306899,"domain_scores_codex":[0.999603,0.00003835808,0.0000125026,0.00007932948,0.00022211,0.0000447079],"domain_scores_gemma":[0.9995577,0.00007004532,0.00001436229,0.00005570776,0.0002101236,0.00009200858],"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":[0.00001623205,0.000044903,0.00006798279,0.0001305155,0.000001464086,0.00005826017,0.00009635572,0.0001290658,0.0003794075,0.01989245,0.7906288,0.1885546],"study_design_scores_gemma":[0.000001191816,0.000004568405,0.0000521623,0.00005212694,5.285594e-7,0.00003588445,0.00002655684,0.00001942947,0.00004924382,0.001826749,0.99793,0.000001648891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002192874,0.001932463,0.002564785,0.001194046,0.002592394,0.0001096476,0.0008587012,0.0004964112,0.9900323],"genre_scores_gemma":[0.0003820295,0.0008584543,0.000695348,0.0004583952,0.0002589642,0.00003295474,0.0004714545,0.0001005453,0.996742],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6047851,"threshold_uncertainty_score":0.563726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059331686271018,"score_gpt":0.2216250057500967,"score_spread":0.2110316888873865,"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."}}