{"id":"W4388537066","doi":"10.1016/s0960-9776(23)00632-x","title":"PO66 ASSESSING SELECT EMOTIONAL AND PSYCHOLOGICAL STATES OF STAGE IV BREAST CANCER PATIENTS: A CANADIAN BREAST CANCER NETWORK (CBCN) ASSESSMENT PROJECT","year":2023,"lang":"en","type":"article","venue":"The Breast","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Breast Cancer Network","funders":"","keywords":"Medicine; Breast cancer; Stage (stratigraphy); Oncology; Cancer; Internal medicine; Gynecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003442473,0.0002155533,0.0002076867,0.00005708298,0.0002516043,0.00007869723,0.00023015,0.0001457809,0.00009755421],"category_scores_gemma":[0.000003102402,0.0001524322,0.00006898623,0.0003081311,0.0001596843,0.00001435589,0.0001319586,0.0001865083,0.000003127419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007551561,"about_ca_system_score_gemma":0.0003975161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01664928,"about_ca_topic_score_gemma":0.01583016,"domain_scores_codex":[0.998587,0.00009005745,0.0003036621,0.0002962594,0.000186411,0.0005366418],"domain_scores_gemma":[0.9992368,0.00002087248,0.0001728204,0.0002497885,0.0001732958,0.0001464237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000386894,0.0004150384,0.7468518,0.0002404774,0.0008618694,0.00001003003,0.0005804832,0.011963,0.003083233,0.0005586089,0.1050187,0.1300299],"study_design_scores_gemma":[0.0006223867,0.00008735033,0.9911536,0.00009333182,0.00003684328,0.0001101102,0.0001496715,0.005391817,0.0000141272,0.0001143656,0.001976789,0.0002496099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992982,0.0002241008,0.0001393864,0.0017696,0.0002636349,0.0003958406,0.003501682,0.00002130596,0.0007023953],"genre_scores_gemma":[0.997566,0.000496239,0.0001306367,0.0004786214,0.0004358025,0.0000582069,0.0005302357,0.00002554376,0.0002786804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2443018,"threshold_uncertainty_score":0.9898989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530091572164715,"score_gpt":0.3020152930271996,"score_spread":0.2867143773055524,"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."}}