{"id":"W4416254649","doi":"10.17615/cpsk-0859","title":"Prognostic utility of inflammatory indices and circulating nucleic acids for neoadjuvant chemotherapy outcomes in breast cancer: a systematic review","year":2025,"lang":"","type":"article","venue":"UNC Libraries","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomarker; Breast cancer; Chemotherapy; Nucleic acid; Meta-analysis; Pathological","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00149654,0.000727466,0.003134707,0.0005643643,0.000224667,0.000155312,0.0004709154,0.0003583178,0.000217979],"category_scores_gemma":[0.002064017,0.0006202333,0.0004277253,0.0009168205,0.0009343088,0.0007641315,0.00028565,0.0003303039,0.000002211075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000140051,"about_ca_system_score_gemma":0.001561541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003906326,"about_ca_topic_score_gemma":0.00001326179,"domain_scores_codex":[0.9946977,0.0004527484,0.00276318,0.0008206644,0.0005465915,0.0007191528],"domain_scores_gemma":[0.995713,0.001614922,0.001243352,0.0008899217,0.00030949,0.0002293114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003721357,0.0001957729,0.531516,0.4619031,0.0009694399,0.00001244071,0.00084913,2.390315e-7,0.00005556229,0.002507944,0.0001547856,0.00146347],"study_design_scores_gemma":[0.003205106,0.00007242261,0.5600871,0.42652,0.003229608,0.00001240465,0.000977705,0.001366949,0.0005062577,0.003560062,0.00003045912,0.0004319372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5884939,0.3868688,0.00009918228,0.006492101,0.0006142327,0.01642893,0.0004946601,0.0001629638,0.0003451998],"genre_scores_gemma":[0.9875554,0.006009008,0.001525974,0.002239151,0.00007720258,0.002353286,0.00003271215,0.00008982978,0.000117379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3990616,"threshold_uncertainty_score":0.9996249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111640731475809,"score_gpt":0.2735273559294986,"score_spread":0.2624109486147405,"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."}}