{"id":"W4412500309","doi":"10.55519/jamc-01-13094","title":"ANALYSIS OF CAESAREAN SECTION RATES USING THE ROBSON’S TEN GROUP CLASSIFICATION SYSTEM (TGCS) AT TERTIARY LEVEL HEALTHCARE FACILITIES IN RAWALPINDI, PAKISTAN: A CROSS-SECTIONAL STUDY","year":2025,"lang":"en","type":"article","venue":"Journal of Ayub Medical College Abbottabad","topic":"Global Healthcare and Medical Tourism","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health; Centre for Global Health Research","funders":"","keywords":"Medicine; Caesarean section; Cross-sectional study; Tertiary care; Sri lanka; Health care; Health facility; Obstetrics; Family medicine; Pregnancy; Health services; Environmental health; Socioeconomics; Population; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001277876,0.0002726242,0.0002768533,0.001275999,0.0004858278,0.0004081291,0.0004431093,0.0003918174,0.001342151],"category_scores_gemma":[0.002927933,0.0004576633,0.0004020417,0.001589761,0.0004700739,0.0006897164,0.0005952297,0.0005386973,0.0002552236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007892667,"about_ca_system_score_gemma":0.0009448359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01313612,"about_ca_topic_score_gemma":0.01556376,"domain_scores_codex":[0.9989657,0.0002360988,0.0001956932,0.0001756757,0.0002431491,0.0001836286],"domain_scores_gemma":[0.9974501,0.0005389592,0.001348648,0.0001073189,0.0003354318,0.00021958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002109624,0.00002771563,0.9984992,0.00002554477,0.00001459763,0.00008595426,0.0003176935,0.0000182077,0.00007479638,0.00001174398,0.00008352022,0.0008199979],"study_design_scores_gemma":[0.000003160977,0.0002104023,0.9968918,0.00002681475,0.00001459757,0.0004412895,0.002087541,0.0001073801,0.00005951832,0.0000121533,0.0001392148,0.000006202791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991999,0.00009945878,0.00006199127,0.00005015187,0.000003305389,0.00003117545,0.0003063315,0.000001642228,0.0002459113],"genre_scores_gemma":[0.9992719,0.0001682747,0.0001535739,0.00003510839,0.000004974445,0.00002885944,0.0002629661,8.632723e-7,0.00007334131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01313612,"threshold_uncertainty_score":0.02611929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1089626406166097,"score_gpt":0.4754235756923618,"score_spread":0.3664609350757521,"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."}}