{"id":"W2791801937","doi":"10.1007/s00520-018-4064-x","title":"The TEACHH model to predict life expectancy in patients presenting for palliative spine radiotherapy: external validation and comparison with alternate models","year":2018,"lang":"en","type":"article","venue":"Supportive Care in Cancer","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Interior Health; BC Cancer Agency","funders":"","keywords":"Medicine; Radiation therapy; Palliative care; Life expectancy; Surgery; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.0001940135,0.000163848,0.0002790215,0.0001154871,0.00006487335,0.00003270223,0.00009321539,0.00002754455,0.0000216599],"category_scores_gemma":[0.000110387,0.0001167607,0.00003271012,0.0001312853,0.00007355995,0.0001726508,0.00004293189,0.0001006484,4.835113e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002557461,"about_ca_system_score_gemma":0.0001437808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001048087,"about_ca_topic_score_gemma":0.0003263867,"domain_scores_codex":[0.998555,0.00005003133,0.0003783132,0.0003549092,0.0003676731,0.0002940659],"domain_scores_gemma":[0.9991158,0.00004018428,0.0001821449,0.0001896983,0.0003366905,0.0001354436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003067554,0.0002134102,0.9641684,0.0002100802,0.0001187291,0.000004581861,0.01645561,0.006392488,0.00004912943,0.0001516244,0.0006752374,0.00849318],"study_design_scores_gemma":[0.01290683,0.00225046,0.4629444,0.0009071964,0.0001837176,2.605173e-7,0.005740667,0.5127228,0.0009748086,0.0007174659,0.0002926942,0.0003587187],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600731,0.0007412222,0.03588291,0.0004896702,0.0000996873,0.002290295,0.00007006643,0.0000161263,0.0003369067],"genre_scores_gemma":[0.9942159,0.00009311455,0.004285709,0.0003725419,0.0001048368,0.0006858838,0.00003625331,0.0000304811,0.0001753021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5063303,"threshold_uncertainty_score":0.4761364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04325803247638301,"score_gpt":0.3659614709863039,"score_spread":0.3227034385099209,"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."}}