{"id":"W2983609105","doi":"10.1097/01.cot.0000615272.66203.18","title":"Examining Facility & Provider Influence on Multiple Myeloma Survival","year":2019,"lang":"en","type":"article","venue":"Oncology Times","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple myeloma; Medicine; Business; Internal medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003243079,0.0001954647,0.0004379879,0.000110029,0.00008252082,0.00001512481,0.0001214836,0.0001864454,0.001873261],"category_scores_gemma":[0.001131843,0.0001508806,0.0000719589,0.0001291992,0.0001336229,0.00009773544,0.00008990605,0.0003262553,0.00766878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002651402,"about_ca_system_score_gemma":0.0003158937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001604863,"about_ca_topic_score_gemma":0.0001042368,"domain_scores_codex":[0.9982837,0.0001760607,0.0002360785,0.0004682758,0.0003588108,0.0004771153],"domain_scores_gemma":[0.9980296,0.001015445,0.00007113703,0.0005150778,0.0001203603,0.0002483863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001257785,0.000493217,0.9496805,0.0000670451,0.0001550149,0.0001354874,0.0002149373,0.00002626278,0.008391938,0.00003744969,0.00157216,0.03796822],"study_design_scores_gemma":[0.004952586,0.001869931,0.9066646,0.00004758004,0.00002845072,0.00003677342,0.0001199616,0.0001711618,0.001654662,0.00002634808,0.08428216,0.0001457722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.93831,0.0000575591,0.000009653012,0.0005630097,0.0001606862,0.0007940813,0.00003259612,0.00009789615,0.05997452],"genre_scores_gemma":[0.9653865,0.00001214341,0.0008885453,0.0003335482,0.00005518258,0.00007321824,0.0001056131,0.00001491756,0.03313039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08271,"threshold_uncertainty_score":0.9990392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06086097539582779,"score_gpt":0.347162888753965,"score_spread":0.2863019133581372,"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."}}