{"id":"W4384338565","doi":"10.1158/1078-0432.ccr-22-3645","title":"Poor Outcome in Postpartum Breast Cancer Patients Is Associated with Distinct Molecular and Immunologic Features","year":2023,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"Stand Up To Cancer; Kom op tegen Kanker; KWF Kankerbestrijding; H2020 European Research Council; Genentech; Fonds Wetenschappelijk Onderzoek; European Commission","keywords":"Breast cancer; CD8; Involution (esoterism); Medicine; Lactation; Breastfeeding; Mammary gland; Metastasis; Oncology; Immunohistochemistry; Internal medicine; Cancer; Pathology; Immune system; Immunology; Pregnancy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001171493,0.0001782115,0.0005518371,0.0002308729,0.0001071793,0.0000433026,0.0001654599,0.0002247905,0.0003450317],"category_scores_gemma":[0.0007726962,0.0001222374,0.00009916614,0.001130454,0.0004846899,0.00005664859,0.0002091407,0.001249451,0.00002586028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003626132,"about_ca_system_score_gemma":0.0003666732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006293885,"about_ca_topic_score_gemma":0.002028289,"domain_scores_codex":[0.9972417,0.0002508646,0.0004757738,0.0005690078,0.0007743894,0.0006882153],"domain_scores_gemma":[0.9984547,0.0005018721,0.00009017514,0.0002828212,0.0004092674,0.0002611683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001432741,0.0002374624,0.9813283,0.00005279902,0.000119627,0.0001490399,0.0001016637,0.000001730954,0.00008019328,0.000007366968,0.00499822,0.01149082],"study_design_scores_gemma":[0.00355104,0.0006768779,0.9940354,0.0003438398,0.00003768656,0.000002983613,0.00007939753,0.00004012889,0.00007916374,0.00004801611,0.0009544009,0.0001510679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868434,0.0009856593,2.045495e-7,0.01071434,0.000187883,0.0006046992,0.0003808436,0.00005973238,0.0002232446],"genre_scores_gemma":[0.9957853,0.001527929,0.000002608566,0.0008243321,0.00009959828,0.000190847,0.00005291511,0.000038763,0.001477684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01270706,"threshold_uncertainty_score":0.9514513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1374312629244737,"score_gpt":0.4961736187855473,"score_spread":0.3587423558610736,"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."}}