{"id":"W2982223353","doi":"10.1249/fit.0000000000000518","title":"To Specialize or Not to Specialize? That Is the Certification Question","year":2019,"lang":"en","type":"article","venue":"ACSMʼs Health & Fitness Journal","topic":"Athletic Training and Education","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fields Institute for Research in Mathematical Sciences","funders":"","keywords":"Certification; Credential; Credentialing; Specialty; Scope of practice; Professional certification (computer technology); Service (business); Population; Medical education; Health care; Public relations; Medicine; Business; Nursing; Marketing; Family medicine; Computer science; Management; Political science; Computer security; Environmental health","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004071211,0.0002418972,0.0004151581,0.0002233886,0.002143022,0.00009409207,0.0005023903,0.0001992698,0.00509864],"category_scores_gemma":[0.0006333658,0.0001597995,0.00008915539,0.0005671887,0.00003824765,0.0002173987,0.00007992012,0.001095494,0.005109376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008873492,"about_ca_system_score_gemma":0.002231041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007034606,"about_ca_topic_score_gemma":0.0003724283,"domain_scores_codex":[0.9957975,0.001074111,0.001016763,0.0004154984,0.0007213101,0.0009748379],"domain_scores_gemma":[0.9968924,0.0006404352,0.0006655568,0.0006563248,0.0004102699,0.0007349958],"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":[0.001307755,0.0001630018,0.03149333,0.0003136224,0.00004629176,0.000004155057,0.1448462,0.0001020907,0.0003203613,0.006009389,0.6703122,0.1450816],"study_design_scores_gemma":[0.0006372579,0.0003024154,0.3600108,0.0008060308,0.00002095738,0.00003531695,0.01432109,0.00003069996,0.00008030625,0.0006150029,0.6229045,0.0002356464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5533811,0.0001329434,0.004771507,0.4232979,0.01261977,0.002375366,0.00002924211,0.00010942,0.003282772],"genre_scores_gemma":[0.8904047,0.0002950162,0.001884882,0.08036099,0.006814541,0.00013723,0.000019385,0.00006714998,0.02001609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3429369,"threshold_uncertainty_score":0.9991561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2300289828596411,"score_gpt":0.507150888641828,"score_spread":0.2771219057821869,"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."}}