{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004979311,0.0003943107,0.0002447288,0.001216104,0.0014477,0.0004092234,0.0005615914,0.0002343914,0.002348861],"category_scores_gemma":[0.001015927,0.0002106044,0.0003277658,0.001559626,0.0001839494,0.0001457109,0.0006979982,0.0003256879,0.0002729826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006012019,"about_ca_system_score_gemma":0.007443336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.809957,"about_ca_topic_score_gemma":0.8775457,"domain_scores_codex":[0.9997746,0.0000363032,0.00001289689,0.0000297134,0.0000650691,0.00008138774],"domain_scores_gemma":[0.9996158,0.00001767057,0.00006411012,0.00001001805,0.0001518748,0.0001403967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000130588,0.0002299879,0.9837207,0.00005665173,0.00002609363,0.0001501451,0.0005392657,0.000127376,0.0002949917,0.000047019,0.002486629,0.01219042],"study_design_scores_gemma":[0.00001137824,0.00005539594,0.9982737,0.000008512297,0.00001252564,0.00005745032,0.0004057404,0.000171333,0.00005615117,0.00001282406,0.0009308367,0.000004137441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912242,0.0001174476,0.0001692426,0.0001212226,0.000006603098,0.0006985501,0.005487408,0.000009599739,0.002165677],"genre_scores_gemma":[0.9875904,0.0003098073,0.001052399,0.00007762618,0.0000116137,0.0007234538,0.007537545,0.000005245569,0.002691857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.190043,"threshold_uncertainty_score":0.3823243,"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."}}