{"id":"W2993313054","doi":"10.5455/jpma.285942","title":"Work-life balance amongst residents in surgical and non-surgical specialties in a tertiary care hospital in Karachi","year":2019,"lang":"en","type":"article","venue":"Journal of the Pakistan Medical Association","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Tertiary care; Balance (ability); Family medicine; General surgery; Physical therapy","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":[0.0003945882,0.000197571,0.0002388059,0.0007918971,0.001116826,0.00053978,0.0003172879,0.0003503634,0.001925849],"category_scores_gemma":[0.001414274,0.0002637634,0.000174661,0.0007802738,0.0005201016,0.0004402385,0.0007852105,0.0003298765,0.0002096133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005906172,"about_ca_system_score_gemma":0.001183545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01098854,"about_ca_topic_score_gemma":0.02267629,"domain_scores_codex":[0.9995295,0.00008138431,0.00005581243,0.00004129922,0.0001229582,0.000169173],"domain_scores_gemma":[0.9989613,0.0000989205,0.0004460872,0.0000175626,0.0001245204,0.000351521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000319138,0.00007826681,0.994141,0.0000358061,0.00001183965,0.0003887585,0.002581789,0.00001634057,0.0002658518,0.00001094226,0.0001863605,0.002251148],"study_design_scores_gemma":[0.000002688861,0.0001831305,0.9876564,0.0000226394,0.000004879208,0.0005671838,0.01127036,0.00003961734,0.00004968502,0.00001212439,0.0001855039,0.000005876031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996964,0.00005063866,0.000009086228,0.00005739901,0.000002400327,0.000003761472,0.0000301238,7.770271e-7,0.0001494671],"genre_scores_gemma":[0.9997976,0.00004630644,0.00001882219,0.00002919591,0.000003114334,0.000003667956,0.00002488996,2.314018e-7,0.00007612581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01098854,"threshold_uncertainty_score":0.02184916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004930039250223658,"score_gpt":0.2723882713114218,"score_spread":0.2674582320611981,"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."}}