{"id":"W4318917581","doi":"10.1097/brs.0000000000004568","title":"Spine Metastasis: Patients With Poor Performance Status (ECOG) Could benefit From Palliative Surgical Care! A Prospective Cohort Study","year":2022,"lang":"en","type":"article","venue":"Spine","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Prospective cohort study; Surgery; Cohort; Performance status; Metastasis; Palliative care; Cancer; Internal medicine; Overall survival","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002999611,0.0003990904,0.0007806968,0.0001874143,0.0002697394,0.00003264097,0.0001971054,0.00002762964,0.002731054],"category_scores_gemma":[0.00006226094,0.0003200916,0.0001129298,0.0005778045,0.00008073107,0.0001423711,0.0003247067,0.0004387916,0.00003931109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004557659,"about_ca_system_score_gemma":0.0001630109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002960896,"about_ca_topic_score_gemma":0.00007126901,"domain_scores_codex":[0.9962186,0.0001108956,0.0005058017,0.00084813,0.001772523,0.0005440387],"domain_scores_gemma":[0.9983464,0.0000233817,0.0002703789,0.0006462481,0.000382775,0.0003307626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002307993,0.003577495,0.9871591,0.0001081515,0.001578095,0.00031665,0.001388262,0.0001031002,0.000002492164,0.00009693591,0.0002635582,0.003098197],"study_design_scores_gemma":[0.01790046,0.007181091,0.9618052,0.00005293838,0.001882299,0.000001458509,0.005858571,0.0002185029,0.00002516035,0.00001638621,0.004709672,0.0003483023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892786,0.0004731394,0.00002848959,0.0001873919,0.0001763468,0.006030534,0.00068682,0.0001189411,0.003019789],"genre_scores_gemma":[0.9939825,0.00002921409,0.001406409,0.0003139258,0.00007354177,0.001502118,0.001660099,0.00006836441,0.0009638468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02535391,"threshold_uncertainty_score":0.9999251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024605136062226,"score_gpt":0.2621979451342956,"score_spread":0.2519518937736733,"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."}}