{"id":"W1966036310","doi":"10.1136/bmjqs-2013-002293.18","title":"063PS Challenges and Opportunities in Low-Resource Settings: Guideline Development, Adaptation, Implementation and Performance Measurement","year":2013,"lang":"en","type":"article","venue":"BMJ Quality & Safety","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Adaptation (eye); Guideline; Resource (disambiguation); Process management; Knowledge management; Nursing; Computer science; Engineering; Pathology","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":[0.007321403,0.0001495793,0.0002346708,0.0001043702,0.0007195807,0.00001741319,0.00005634657,0.000115656,0.0001639039],"category_scores_gemma":[0.0002752226,0.000139695,0.00001190368,0.00007249969,0.00003683026,0.000366701,0.00006552524,0.0002171293,0.00001606003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002094147,"about_ca_system_score_gemma":0.0007531575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006103154,"about_ca_topic_score_gemma":0.002412205,"domain_scores_codex":[0.9963515,0.0008987948,0.001801646,0.0002780842,0.0003450684,0.0003249049],"domain_scores_gemma":[0.9985566,0.0001930851,0.0003160995,0.0001620199,0.0006360515,0.0001361411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008595214,0.00006379228,0.01885052,0.001360009,0.00002946898,7.905461e-7,0.08633862,0.0007162231,0.00005318473,0.00426522,0.002308717,0.8859275],"study_design_scores_gemma":[0.002603372,0.0001058791,0.5711617,0.001097692,0.00001321858,0.000002344331,0.3194932,0.02273787,0.00003527202,0.0001817404,0.0819962,0.0005714542],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8998517,0.002027454,0.01135014,0.08003464,0.0001621805,0.003797656,0.00002897841,0.0001213914,0.002625869],"genre_scores_gemma":[0.97513,0.004491813,0.01572726,0.003372458,0.0001206417,0.0005822416,0.0003333764,0.00002352264,0.0002187524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8853561,"threshold_uncertainty_score":0.5696595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3207052879422015,"score_gpt":0.4632835744897257,"score_spread":0.1425782865475242,"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."}}