{"id":"W3129031407","doi":"10.32768/abc.2021811-3","title":"Classification of the Clinical Presentation, Severity, and Response to Treatment in Idiopathic Granulomatousis Mastitis","year":2021,"lang":"en","type":"article","venue":"Archives of Breast Cancer","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Mastitis; Presentation (obstetrics); Medicine; Intensive care medicine; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001559666,0.0004353134,0.000505577,0.003289013,0.0005492074,0.000865849,0.0005805889,0.0003985604,0.001595925],"category_scores_gemma":[0.004126605,0.0001413878,0.000778314,0.001136684,0.0006185925,0.0006756606,0.0006271543,0.0003345116,0.000417272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007928054,"about_ca_system_score_gemma":0.0005924897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002179785,"about_ca_topic_score_gemma":0.002723397,"domain_scores_codex":[0.9987558,0.0003809246,0.0002829482,0.0000867259,0.0002969956,0.0001967587],"domain_scores_gemma":[0.997387,0.0004552653,0.0009797196,0.0001044095,0.0007457117,0.0003279275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008454369,0.0001012001,0.9685088,0.000100562,0.00005460829,0.00044578,0.0002090006,0.0002082291,0.002524094,0.0001989666,0.0006436071,0.02615967],"study_design_scores_gemma":[0.00004841728,0.0006855233,0.986854,0.0001457206,0.00007329829,0.005819157,0.001004582,0.002004254,0.0008818455,0.0003338679,0.002123142,0.0000262415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792931,0.005448258,0.001903034,0.0004422923,0.0001453497,0.0002189686,0.0007927226,0.00005151493,0.0117048],"genre_scores_gemma":[0.9954783,0.0007492577,0.001991334,0.00005274741,0.00005513119,0.00005744772,0.0008139335,0.00000748455,0.0007943273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003289013,"threshold_uncertainty_score":0.008248389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02967531743398502,"score_gpt":0.3305806421627487,"score_spread":0.3009053247287637,"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."}}