{"id":"W4379966399","doi":"10.1038/s41598-023-33547-8","title":"Microcalcification crystallography as a potential marker of DCIS recurrence","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of General Medical Sciences; Cancer Research UK; Medical Research Council; KWF Kankerbestrijding; Diamond Light Source","keywords":"Microcalcification; Whitlockite; Medicine; Breast cancer; Ductal carcinoma; Calcification; Carcinoma in situ; Pathology; Oncology; Internal medicine; Cancer; Mammography; Calcium","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":[0.0005285345,0.00009505289,0.0001120253,0.0002789635,0.0001084044,0.00006192282,0.0001027797,0.0000376414,0.00007837162],"category_scores_gemma":[0.00005045706,0.00009817271,0.00008558231,0.001207326,0.0001398914,0.0001894982,0.00003322761,0.00008029563,0.00004540619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001093237,"about_ca_system_score_gemma":0.00002255807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000276061,"about_ca_topic_score_gemma":9.991177e-7,"domain_scores_codex":[0.9988212,0.00001193365,0.0003388393,0.000321834,0.0002715617,0.0002346253],"domain_scores_gemma":[0.9992836,0.00001360987,0.00009270287,0.0004635904,0.00008942161,0.00005706276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006297659,0.00002573196,0.002543253,0.0001142464,0.00002654522,0.0002233351,0.0004104926,0.01386219,0.9356453,0.00006749746,0.01951166,0.02756345],"study_design_scores_gemma":[0.0004433864,0.00006132949,0.03387601,0.0004325704,0.0001006454,0.0008125997,0.00137662,0.06908238,0.4807008,0.07089664,0.3408602,0.00135677],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971401,0.0003838467,0.01622358,0.00003902775,0.006902222,0.0002033572,0.000004819339,0.0005280011,0.0043141],"genre_scores_gemma":[0.9978592,0.00002985178,0.00105409,0.000003658605,0.00002645058,0.00001529226,0.0000522866,0.00001512338,0.0009439792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4549445,"threshold_uncertainty_score":0.4003367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007011307275424444,"score_gpt":0.2291250968592606,"score_spread":0.2221137895838361,"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."}}