{"id":"W2955042315","doi":"10.1155/2019/5302639","title":"Psychosocial Distress Scores and Needs among Newly Diagnosed Sarcoma Patients: A Provincial Experience","year":2019,"lang":"en","type":"article","venue":"Sarcoma","topic":"Cancer survivorship and care","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Ottawa Hospital","funders":"BC Cancer Agency","keywords":"Medicine; Psychosocial; Sarcoma; Distress; Anxiety; Feeling; Cancer; Checklist; Medical diagnosis; Internal medicine; Psychiatry; Radiology; Clinical psychology; Pathology; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0000579041,0.0002018501,0.0003210152,0.0001066807,0.00009054653,0.00005271749,0.0001375352,0.0001123551,0.0002130052],"category_scores_gemma":[0.00005939602,0.0001787476,0.00009850865,0.0002703153,0.0001872733,0.0001760457,0.00008784757,0.0001829978,0.00003271498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000744752,"about_ca_system_score_gemma":0.00006114235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002305914,"about_ca_topic_score_gemma":0.001807856,"domain_scores_codex":[0.998657,0.00004416608,0.0002293004,0.0003321418,0.0003969803,0.0003403344],"domain_scores_gemma":[0.9992229,0.00006117039,0.00008297689,0.000332934,0.00009598538,0.000204001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003349918,0.0001807629,0.9659864,0.00009305674,0.00001979325,0.00002486844,0.009064494,7.241617e-8,0.000185931,0.0002055118,0.0007121566,0.02319195],"study_design_scores_gemma":[0.003430145,0.0004527267,0.9871585,0.000170768,0.00003211333,0.000005282157,0.002394754,0.0000174548,0.0002640867,0.00006156781,0.005781684,0.0002308889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932325,0.000317129,0.00001263444,0.0002071463,0.0008939588,0.0006853521,0.00005133238,0.00007904806,0.004520843],"genre_scores_gemma":[0.9983716,0.00002213066,0.00002839018,0.0003865116,0.0003612319,0.00008620787,0.00005735258,0.0000307988,0.0006557927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02296107,"threshold_uncertainty_score":0.7289115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007716577696406482,"score_gpt":0.2513264335737245,"score_spread":0.243609855877318,"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."}}