{"id":"W2328282502","doi":"10.1097/pep.0000000000000049","title":"Commentary on “Adapting to Higher Demands","year":2014,"lang":"en","type":"letter","venue":"Pediatric Physical Therapy","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Duration (music); Health Insurance Portability and Accountability Act; Service (business); Medicine; Focus group; Accountability; Compliance (psychology); Psychology; Nursing; Family medicine; Medical education; Health care; Social psychology; Business; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004075751,0.0003735122,0.0003249751,0.00005429814,0.00009530489,0.00003055863,0.0002588608,0.0003112573,0.00003469232],"category_scores_gemma":[0.000005812477,0.0003083055,0.000264178,0.0001050301,0.00002088972,0.000001533657,0.00006225894,0.0003629713,0.0001358214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001602422,"about_ca_system_score_gemma":0.00001654937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003057288,"about_ca_topic_score_gemma":7.229145e-7,"domain_scores_codex":[0.9986207,0.00007711007,0.0001518589,0.0005396145,0.0002450681,0.0003656684],"domain_scores_gemma":[0.9993432,0.0000371982,0.00008347378,0.00042604,0.00002898508,0.00008107589],"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":[0.0000778098,0.0002000868,0.0004860906,0.00001159404,0.0001047656,0.00001220026,0.00001797198,0.000008968921,0.0006532051,0.000005362607,0.9945258,0.003896116],"study_design_scores_gemma":[0.0008360508,0.0009654087,0.0004147854,0.000004474651,0.00004479574,4.879949e-7,0.000001183657,0.00000344111,0.0004511669,0.0002599969,0.996643,0.0003751807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3180798,0.0008365647,0.0002216252,0.6733555,0.001075279,0.0009751772,0.0001690026,0.00007716888,0.005209922],"genre_scores_gemma":[0.166247,0.0004054722,0.00003384553,0.8038258,0.02776632,0.00007925966,0.0007619222,0.00007982914,0.0008005255],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1518328,"threshold_uncertainty_score":0.9999369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01625144708508567,"score_gpt":0.2731103201287591,"score_spread":0.2568588730436734,"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."}}