{"id":"W3164085240","doi":"10.1002/pbc.28967","title":"The ASH‐ASPHO Choosing Wisely Campaign: 5 hematologic tests and treatments to question","year":2021,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Hamilton Health Sciences","funders":"National Center for Advancing Translational Sciences; National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Medicine; Asymptomatic; Intensive care medicine; Medical history; Pediatrics; Family medicine; Internal medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00152071,0.0002395151,0.0003585935,0.00007878793,0.001545572,0.00005612657,0.00016961,0.0002414304,0.0001673735],"category_scores_gemma":[0.002736649,0.0001768833,0.00005036827,0.0006963386,0.00004289889,0.000230751,0.0001945561,0.0007036491,0.0001872435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002712512,"about_ca_system_score_gemma":0.001607988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00315456,"about_ca_topic_score_gemma":0.004204085,"domain_scores_codex":[0.995661,0.001953608,0.0006580925,0.0005545016,0.0003985338,0.0007742149],"domain_scores_gemma":[0.9956158,0.002614882,0.0004054457,0.0004718143,0.0004848025,0.0004071972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005246457,0.0001529601,0.9841734,0.0005925035,0.00006922397,0.00005015383,0.002238332,0.000002727647,0.0001254807,0.0006331864,0.004126644,0.0077829],"study_design_scores_gemma":[0.002330585,0.0002557756,0.9358035,0.0004273022,0.001094428,0.00005409118,0.003115972,0.00001840518,0.0003068858,0.00164873,0.05434207,0.0006022394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442155,0.03185825,0.00003036107,0.02052597,0.001409994,0.000957677,0.00004374926,0.000147069,0.0008113794],"genre_scores_gemma":[0.9662541,0.02040729,0.0008222623,0.007857195,0.001866517,0.000907146,0.00001360337,0.00004943958,0.00182243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05021542,"threshold_uncertainty_score":0.9997543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.379375452389045,"score_gpt":0.5349212811813153,"score_spread":0.1555458287922704,"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."}}