{"id":"W4396590952","doi":"10.1158/1538-7445.sabcs23-po2-02-14","title":"Abstract PO2-02-14: Development of a multi-institutional, photograph-rich clinical dataset to test and validate a novel inflammatory breast cancer (IBC) scoring system","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer, Stress, Anesthesia, and Immune Response","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Inflammatory breast cancer; Cancer; Medicine; Test (biology); Breast cancer; Internal medicine; Oncology; Intensive care medicine; Biology","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":[0.005446154,0.0005828664,0.0005890909,0.002426973,0.0006188659,0.001313519,0.002060167,0.001018836,0.00272514],"category_scores_gemma":[0.01574245,0.0003352862,0.0007419774,0.001525634,0.0005068142,0.0009313191,0.001866048,0.0007812816,0.002336128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172912,"about_ca_system_score_gemma":0.001866039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005444633,"about_ca_topic_score_gemma":0.008228335,"domain_scores_codex":[0.9966344,0.001065964,0.0005931743,0.0009003466,0.0006301968,0.0001759],"domain_scores_gemma":[0.9873081,0.002505089,0.002488519,0.003171288,0.003791,0.0007360106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00131055,0.001348526,0.8000599,0.0009126149,0.000554088,0.00102933,0.0006805786,0.005833691,0.005935506,0.001422994,0.08988389,0.09102841],"study_design_scores_gemma":[0.0006147448,0.001009681,0.8747129,0.000386713,0.0002363743,0.00249212,0.001520369,0.03952717,0.007562807,0.001233143,0.07058419,0.0001197197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.662774,0.0004921362,0.03882521,0.001234619,0.0002562844,0.007380114,0.2809746,0.001731701,0.006331327],"genre_scores_gemma":[0.4551362,0.0001993653,0.06234784,0.0004301303,0.0001307852,0.008215552,0.4719121,0.0001840711,0.001443801],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005446154,"threshold_uncertainty_score":0.02880234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1505402351314468,"score_gpt":0.4509293298399723,"score_spread":0.3003890947085255,"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."}}