{"id":"W1988205467","doi":"10.1186/1472-6963-14-86","title":"The impact of accreditation of primary healthcare centers: successes, challenges and policy implications as perceived by healthcare providers and directors in Lebanon","year":2014,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Medicine; Health care; Nursing; Quality management; Public health; Patient satisfaction; Quality (philosophy); Health administration; Documentation; Medical education; Family medicine; Business; Marketing; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010622,0.0001807356,0.0001738718,0.0007035972,0.002543297,0.003236481,0.0006941599,0.0007330326,0.002126926],"category_scores_gemma":[0.01190961,0.0002211105,0.0001545056,0.000862337,0.002047797,0.001042538,0.002359516,0.0009301326,0.0001050671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007463483,"about_ca_system_score_gemma":0.01312159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03288835,"about_ca_topic_score_gemma":0.04716599,"domain_scores_codex":[0.992482,0.004005655,0.000218118,0.0002706138,0.001147299,0.001876192],"domain_scores_gemma":[0.9815377,0.004674598,0.004619807,0.0002689789,0.002564915,0.006333987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001390721,0.0003765206,0.9266128,0.0002593209,0.00003902634,0.0006605446,0.03886235,0.0002040431,0.0007019521,0.0009240218,0.002958307,0.02826211],"study_design_scores_gemma":[0.00001121474,0.0003052671,0.9035414,0.0001371926,0.000009963946,0.0001687149,0.09186554,0.0001561111,0.0001564455,0.0000822515,0.003552266,0.0000135676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946596,0.0007646207,0.00004230791,0.002856936,0.00002181004,0.00001813124,0.00002346392,0.000002615131,0.001610418],"genre_scores_gemma":[0.9992622,0.0002438183,0.00003314552,0.0002548883,0.00001381175,0.000007008618,0.00001194801,5.789591e-7,0.0001726106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03288835,"threshold_uncertainty_score":0.06539387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1610909008475195,"score_gpt":0.5384822254973128,"score_spread":0.3773913246497934,"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."}}