{"id":"W2325540125","doi":"10.1097/01.cot.0000441976.04144.aa","title":"ASH Joins ‘Choosing Wisely’ Campaign","year":2013,"lang":"en","type":"article","venue":"Oncology Times","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hematology; Specialty; Internal medicine; Blood test; Intensive care medicine; Surgery; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004593552,0.0009272171,0.000832365,0.001175825,0.004243086,0.007936751,0.001085952,0.01139641,0.3149485],"category_scores_gemma":[0.01344509,0.0004617095,0.0009975001,0.0007715269,0.001269023,0.002963162,0.00360995,0.00994588,0.1825654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001493365,"about_ca_system_score_gemma":0.005957047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002787136,"about_ca_topic_score_gemma":0.008885668,"domain_scores_codex":[0.995418,0.0008121764,0.0001819883,0.0004351365,0.002388593,0.0007641608],"domain_scores_gemma":[0.9822716,0.002745256,0.000600307,0.0008542602,0.003457798,0.0100707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001305918,0.00002935509,0.00007700872,0.00001009046,0.000001722335,0.00001695079,0.0000117582,0.000003910046,0.00002707208,0.0004302639,0.9905409,0.008837829],"study_design_scores_gemma":[0.00002165125,0.00001682135,0.0003730011,0.00003334714,0.000002807461,0.00001898921,0.00003263354,0.00001879594,0.00004965611,0.0002153535,0.9992106,0.000006354897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001601144,0.003502919,0.0007195532,0.3156232,0.09856628,0.0002337863,0.002358007,0.001793158,0.5756021],"genre_scores_gemma":[0.009324822,0.002698498,0.001535607,0.2571883,0.03810981,0.0002710145,0.002308775,0.0007335481,0.6878297],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3149485,"threshold_uncertainty_score":0.9771428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5395712820768406,"score_gpt":0.5669853055596623,"score_spread":0.02741402348282174,"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."}}