{"id":"W2918660420","doi":"10.1117/12.2508379","title":"Model of malignant breast biopsies and predictions of their WAXS energy integrated signals","year":2019,"lang":"en","type":"article","venue":"Medical Imaging 2019: Physics of Medical Imaging","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Materials science; Scattering; Biopsy; Nuclear medicine; Optics; Analytical Chemistry (journal); Physics; Chemistry; Medicine; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008877889,0.0003484229,0.0008731642,0.0002562303,0.00004311226,0.0000281365,0.0006086446,0.0001134381,0.0002354151],"category_scores_gemma":[0.0001402033,0.0002871953,0.0002324526,0.0004283328,0.000832167,0.0002464494,0.0002366159,0.0004877514,0.000004758266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003549485,"about_ca_system_score_gemma":0.0001862967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007199331,"about_ca_topic_score_gemma":0.000005171296,"domain_scores_codex":[0.9968268,0.00008501105,0.0009234127,0.0003801476,0.001325838,0.000458816],"domain_scores_gemma":[0.9984,0.0002711284,0.0002138405,0.000495262,0.0002276708,0.0003921252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004301837,0.0005886513,0.03259406,0.00186398,0.001071828,0.00003158668,0.001960956,0.03420671,0.5336229,0.001453169,0.01343688,0.3791262],"study_design_scores_gemma":[0.0005574683,0.000008624388,0.0002505174,0.001339722,0.000100115,0.00005962563,0.0003385571,0.9686089,0.02754385,0.0008113155,0.0001318011,0.0002495474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3585851,0.003828129,0.630977,0.004209728,0.0005352467,0.0001574742,0.0003408085,0.0003280806,0.001038456],"genre_scores_gemma":[0.9980496,0.0007468906,0.0007467206,0.0001710699,0.000108335,0.000006321397,0.00005438657,0.00006202223,0.00005464206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9344022,"threshold_uncertainty_score":0.999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006750951680938346,"score_gpt":0.2145861491898221,"score_spread":0.2078351975088838,"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."}}