{"id":"W4401305210","doi":"10.1016/j.annonc.2024.07.728","title":"A bio-behavioral model of systemic inflammation at breast cancer diagnosis and fatigue of clinical importance 2 years later","year":2024,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Regent; Fondation Gustave Roussy; Rising Tide Foundation for Clinical Cancer Research; Ipsen; Institut Gustave-Roussy; Vifor Pharma; Sierra Oncology; Fondation ARC pour la Recherche sur le Cancer; Astellas Pharma; Eisai; Agence Nationale de la Recherche; Abbott Laboratories; Clovis Oncology; Ionis Pharmaceuticals; Teva Pharmaceutical Industries; Les Laboratories Pierre Fabre; Susan G. Komen; Daiichi-Sankyo; Yuhan; Conquer Cancer Foundation; Daiichi Sankyo Europe; Rising Tide Foundation; Servier; Gilead Sciences; GlaxoSmithKline; Myriad Genetics; American Society of Clinical Oncology; AstraZeneca; Eli Lilly and Company; Akebia Therapeutics; Bristol-Myers Squibb; Puma Biotechnology; Regeneron Pharmaceuticals; Pfizer; Amgen; Breast Cancer Research Foundation","keywords":"Medicine; Systemic inflammation; Breast cancer; Inflammation; Cancer; Systemic therapy; Cancer-related fatigue; Inflammatory breast cancer; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003137216,0.0008283877,0.0006286474,0.0008188616,0.0005665022,0.001285504,0.001280388,0.001256824,0.006544974],"category_scores_gemma":[0.005032402,0.0003674196,0.001472842,0.0004293838,0.0007386967,0.000756864,0.000969431,0.001260325,0.0005905638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001665624,"about_ca_system_score_gemma":0.00225792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02981576,"about_ca_topic_score_gemma":0.02042777,"domain_scores_codex":[0.9989949,0.00050865,0.00002667012,0.000246858,0.00004158964,0.000181389],"domain_scores_gemma":[0.9974028,0.001480294,0.000522259,0.0001461058,0.0001736203,0.0002748743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002561932,0.002082429,0.7353664,0.0002452856,0.001684109,0.0006924581,0.001388504,0.2031796,0.001878688,0.01550448,0.005435505,0.02998065],"study_design_scores_gemma":[0.000421871,0.001269978,0.1866263,0.0001358158,0.0007550343,0.0004017881,0.0005320716,0.7930571,0.0002209039,0.01324669,0.00324558,0.0000868178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677219,0.0007162032,0.02079259,0.003734285,0.0001698,0.0001806391,0.00357551,0.0001640403,0.002945029],"genre_scores_gemma":[0.990517,0.0001933373,0.003094299,0.0002402629,0.00005336674,0.0003598552,0.001576479,0.00001249906,0.003952886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02981576,"threshold_uncertainty_score":0.05928445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1868003600261457,"score_gpt":0.4675270325393096,"score_spread":0.2807266725131639,"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."}}