{"id":"W3085696100","doi":"10.1007/s40617-020-00451-w","title":"The Misclassification of Behavior Analysts: How National Provider Identifiers (NPIs) Fail to Adequately Capture the Scope of the Field","year":2020,"lang":"en","type":"review","venue":"Behavior Analysis in Practice","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Credential; Certification; Identifier; Health Insurance Portability and Accountability Act; Health care; Accountability; Service provider; Computer science; Internet privacy; Computer security; Business; Confidentiality; Service (business); Political science","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":[0.002909173,0.0002892447,0.001256566,0.0005734368,0.0002164045,0.0001908611,0.001285228,0.0002544277,0.00005223222],"category_scores_gemma":[0.004915535,0.0001818436,0.0009590104,0.003719556,0.00009934035,0.0002829033,0.0002399815,0.0006885375,0.00003722521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002870187,"about_ca_system_score_gemma":0.000300884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004782396,"about_ca_topic_score_gemma":0.003498356,"domain_scores_codex":[0.9966028,0.000499152,0.001696794,0.0005847101,0.0003346796,0.0002818946],"domain_scores_gemma":[0.9942991,0.001418977,0.00287607,0.001059078,0.0002650565,0.00008171023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006743574,0.0008666497,0.003551691,0.003559428,0.006048289,0.00002446645,0.002395142,0.0001513936,0.000003037538,0.1621886,0.01521739,0.8059265],"study_design_scores_gemma":[0.00007527143,0.00002446951,0.002056218,0.0001993249,0.006105635,0.00000203006,0.0006432034,0.00003362066,0.000003510991,0.00007077814,0.990593,0.0001930046],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005799743,0.9474357,0.0005305391,0.04464911,0.000434491,0.002844453,0.0004468869,0.00001254848,0.003588248],"genre_scores_gemma":[0.03423651,0.961497,0.0001754265,0.0009786418,0.00009580552,0.001398634,0.00006591299,0.00003775077,0.001514288],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9753755,"threshold_uncertainty_score":0.7415367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1289098930634069,"score_gpt":0.3984194504709175,"score_spread":0.2695095574075106,"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."}}