{"id":"W4391219191","doi":"10.29289/259453942023v33s1030","title":"Predictors of biopsychosocial distress in women with locally advanced and/or metastatic breast cancer","year":2023,"lang":"en","type":"article","venue":"Mastology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Biopsychosocial model; Breast cancer; Anxiety; Physical therapy; Psychosocial; Distress; Palliative care; Nausea; Metastatic breast cancer; Cancer; Internal medicine; Clinical psychology; Psychiatry; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.00007288238,0.00009556472,0.0003295364,0.0001224625,0.00001512366,0.000002218073,0.00004663501,0.00004460893,0.0001747128],"category_scores_gemma":[0.0000125494,0.00006795386,0.00001570971,0.0004582343,0.000165751,0.00002613786,0.00002470318,0.00009472221,0.0000024542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006674362,"about_ca_system_score_gemma":0.0001110556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006366135,"about_ca_topic_score_gemma":0.008403696,"domain_scores_codex":[0.9992527,0.00003452415,0.0001582281,0.0001884572,0.0001172227,0.0002488917],"domain_scores_gemma":[0.9996649,0.00004713572,0.00005431185,0.0001123843,0.00004179433,0.00007944449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02086745,0.0002272199,0.8191102,0.0009251409,0.0003522935,0.0005009821,0.01293045,0.0001151079,0.00167354,0.000164564,0.000444007,0.142689],"study_design_scores_gemma":[0.003829156,0.000759589,0.987842,0.0002299638,0.00005860018,0.0001103766,0.005131861,0.00004354377,0.00009573338,0.00005308141,0.001723976,0.0001221807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974918,0.0001431791,0.00003309335,0.001529305,0.0002498505,0.000188337,0.000151585,0.00003650758,0.00017636],"genre_scores_gemma":[0.9991192,0.0001547691,0.00002292546,0.00014795,0.00004357561,0.0001552367,0.00001268539,0.00001482393,0.0003288196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1687317,"threshold_uncertainty_score":0.468946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0106708516576291,"score_gpt":0.2817172902987232,"score_spread":0.2710464386410941,"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."}}