{"id":"W2166711222","doi":"10.1109/iembs.2002.1106309","title":"Overview of functional infrared imaging as part of a multi-imaging strategy for breast cancer detection and therapeutic monitoring","year":2002,"lang":"en","type":"article","venue":"","topic":"Infrared Thermography in Medicine","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital Centre","funders":"","keywords":"Mammography; Breast cancer; Medicine; Radiology; Stage (stratigraphy); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001623823,0.0001441393,0.0002932312,0.0001842896,0.00005369554,0.000006526967,0.00003883415,0.00003932136,0.0006928673],"category_scores_gemma":[0.00002415841,0.0001192183,0.00009496617,0.0002223552,0.0001120425,0.00009051132,0.00001396814,0.0001163985,8.661813e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003739611,"about_ca_system_score_gemma":0.00002983274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001370927,"about_ca_topic_score_gemma":0.000004205639,"domain_scores_codex":[0.9990156,0.00002329378,0.0003429268,0.0001933646,0.0002304467,0.0001944052],"domain_scores_gemma":[0.9992613,0.0000759969,0.0001482305,0.0001659248,0.0002756494,0.00007290779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003553954,0.0002042803,0.1903044,0.0008349451,0.0003090308,0.000005026617,0.0005241759,0.00005503003,0.1975764,0.0001410458,0.000114195,0.6095762],"study_design_scores_gemma":[0.01032745,0.0003871011,0.8655093,0.001994452,0.000817931,0.0004758239,0.002450855,0.05073206,0.06523159,0.0007380341,0.0009563705,0.0003790162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9129474,0.06378805,0.01299318,0.001464974,0.001409257,0.002035651,0.0001243489,0.0002136963,0.00502343],"genre_scores_gemma":[0.9978682,0.0007447462,0.0004943658,0.0002480274,0.0002486004,0.00006230977,0.000002242875,0.00002454418,0.000306897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6752049,"threshold_uncertainty_score":0.7586411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07144118256958314,"score_gpt":0.3257160577779331,"score_spread":0.25427487520835,"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."}}