{"id":"W2116739463","doi":"10.1186/1478-4505-11-1","title":"Editorial: can China master the guideline challenge?","year":2013,"lang":"en","type":"editorial","venue":"Health Research Policy and Systems","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":126,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Health Sciences Centre","funders":"Centers for Disease Control and Prevention; Bond University; World Health Organization","keywords":"Guideline; Medicine; Agency (philosophy); Health care; China; Transparency (behavior); Context (archaeology); Health services research; Health administration; Nursing; Public relations; Public health; Political science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008142516,0.002945502,0.003784485,0.003069329,0.004684272,0.00690158,0.004613144,0.02054337,0.008888541],"category_scores_gemma":[0.0375885,0.0008907104,0.002474131,0.001898312,0.003881922,0.005377077,0.001507106,0.02235919,0.005989833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005580301,"about_ca_system_score_gemma":0.008462067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004511347,"about_ca_topic_score_gemma":0.01052388,"domain_scores_codex":[0.9942467,0.001050265,0.0007575512,0.0006696855,0.002871513,0.0004043162],"domain_scores_gemma":[0.9763059,0.00894296,0.001413663,0.000466172,0.009393394,0.003477887],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001343507,0.00001001807,0.00002772507,0.0001289386,0.00000841298,0.0001012078,0.00001919919,0.0000223379,0.00001814888,0.0001998041,0.9969796,0.002471091],"study_design_scores_gemma":[0.00008686248,0.00003651118,0.0005315048,0.001047598,0.00006424059,0.0004853612,0.0001625021,0.0003061019,0.0001280798,0.001746677,0.9953641,0.00004042475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005598936,0.003222944,0.0001313282,0.1016776,0.8937132,0.00003068619,0.00004312282,0.00006068263,0.001064437],"genre_scores_gemma":[0.0007243533,0.003479531,0.0001883203,0.07821474,0.9106247,0.00004751554,0.00003282233,0.00004087623,0.006647224],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9918575,"threshold_uncertainty_score":0.04306227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5882508894905595,"score_gpt":0.6317038858443296,"score_spread":0.04345299635377009,"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."}}