{"id":"W4403929028","doi":"10.1542/pir.2023-006064","title":"Choosing Wisely® in Pediatrics","year":2024,"lang":"en","type":"article","venue":"Pediatrics in Review","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beneficence; Psychological intervention; Medicine; Health care; Incentive; Harm; Value (mathematics); Autonomy; Respect for persons; Nursing; Family medicine; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.002692015,0.0003909919,0.0005586897,0.0008803298,0.002803971,0.003166459,0.0008275305,0.004204384,0.03608731],"category_scores_gemma":[0.02246165,0.0003136141,0.0005399575,0.0008731626,0.002607896,0.003430259,0.003664227,0.009284763,0.009156297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002234184,"about_ca_system_score_gemma":0.00579907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001289533,"about_ca_topic_score_gemma":0.00396635,"domain_scores_codex":[0.9971606,0.001229428,0.0001923749,0.0002878799,0.0007419102,0.0003880059],"domain_scores_gemma":[0.9921994,0.003497096,0.0005795558,0.0002924195,0.0005404734,0.002891154],"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":[0.00008423213,0.0002619913,0.007365343,0.0008330683,0.00002261383,0.005494044,0.001935945,0.0001214803,0.0003174068,0.02977221,0.7378829,0.2159088],"study_design_scores_gemma":[0.00003266773,0.00008059605,0.003768937,0.001930612,0.00001896102,0.0164028,0.001294575,0.0001264907,0.0002880789,0.02305614,0.9529715,0.00002866785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01909539,0.1282343,0.006063248,0.5018934,0.08629989,0.0002454258,0.000542202,0.0008809417,0.2567452],"genre_scores_gemma":[0.2451715,0.2136887,0.01890141,0.3081959,0.07361292,0.0006147828,0.001215658,0.001113226,0.1374858],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03608731,"threshold_uncertainty_score":0.1207241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6726532547221672,"score_gpt":0.6133524972396472,"score_spread":0.05930075748251995,"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."}}