{"id":"W4396918066","doi":"10.1109/iccams60113.2023.10526133","title":"A Various CAD systems using mammogram for diagnosing breast cancer","year":2023,"lang":"en","type":"article","venue":"","topic":"AI in cancer detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Loblaw Companies (Canada)","funders":"","keywords":"Breast cancer; CAD; Stage (stratigraphy); Medicine; Cancer; Mammography; Computer-aided diagnosis; Medical physics; Computer science; Radiology; Internal medicine; Engineering drawing","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":[0.001706487,0.0008856931,0.0006832298,0.005832806,0.0005368174,0.002195195,0.001155993,0.001241383,0.005518253],"category_scores_gemma":[0.003703854,0.0005458354,0.0009834081,0.003150424,0.0003563586,0.001146234,0.0007470157,0.0007603079,0.003632464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006528744,"about_ca_system_score_gemma":0.0006993602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004581399,"about_ca_topic_score_gemma":0.005318379,"domain_scores_codex":[0.9983931,0.0002497693,0.0001354691,0.0003476855,0.0007908833,0.00008311265],"domain_scores_gemma":[0.9982783,0.0004966471,0.0001144142,0.0001766481,0.000892893,0.00004125979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002820179,0.00008920491,0.01983218,0.001750811,0.0002082863,0.0004393379,0.0002087463,0.002702181,0.0154439,0.00318869,0.03049146,0.9253633],"study_design_scores_gemma":[0.0001585021,0.000758151,0.07712331,0.001929631,0.001202513,0.01094457,0.000759106,0.06594325,0.116157,0.004620413,0.7199472,0.0004564112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07932319,0.2060433,0.574588,0.005604969,0.002473754,0.001626366,0.01231099,0.02326554,0.09476396],"genre_scores_gemma":[0.3906867,0.1043974,0.4456626,0.00367988,0.001222852,0.0008276023,0.01217366,0.0006246415,0.04072467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005832806,"threshold_uncertainty_score":0.01846039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0411276652317519,"score_gpt":0.3118696746544805,"score_spread":0.2707420094227286,"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."}}