{"id":"W6986280771","doi":"","title":"Patient Satisfaction Toward Medical Ward Services In Hospital
\\nUniversiti Sains Malaysia (HUSM) AND Hospital Kota Bharu (HKB)","year":2004,"lang":"en","type":"article","venue":"Universiti Sains Malaysia Institutional Repository (Universiti Sains Malaysia)","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patient satisfaction; Customer satisfaction; Patient experience; Service (business); Health care; Consumer satisfaction; Construct (python library)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004656874,0.0009976948,0.0009179295,0.001908098,0.001546461,0.0004858614,0.001019545,0.0007658206,0.0005463189],"category_scores_gemma":[0.0000546191,0.001244994,0.0004837409,0.001964279,0.0009337678,0.006534025,0.001290873,0.001114581,0.0003532373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002543775,"about_ca_system_score_gemma":0.0007401306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01313122,"about_ca_topic_score_gemma":0.0007446029,"domain_scores_codex":[0.9942519,0.0001417477,0.0008174323,0.001654553,0.001851594,0.001282753],"domain_scores_gemma":[0.9973598,0.0001211124,0.0007311256,0.0007946377,0.0005887163,0.0004046233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001851442,0.005054671,0.1976267,0.003437012,0.001614206,0.03963918,0.01861076,0.3270837,0.001517385,0.3917879,0.002606004,0.009171074],"study_design_scores_gemma":[0.02838098,0.00189507,0.4732232,0.004855193,0.002046407,0.001478409,0.2136247,0.1611269,0.0003223436,0.005257984,0.09837873,0.009409999],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691725,0.0001894228,0.0003334951,0.006697845,0.001694762,0.0009249648,0.00009459373,0.0004740568,0.02041837],"genre_scores_gemma":[0.9962443,0.0001659963,0.0003074454,0.001551719,0.0008932572,0.00001216745,0.0003692514,0.00007937044,0.0003765062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.38653,"threshold_uncertainty_score":0.9997534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006627324617681227,"score_gpt":0.189496359330899,"score_spread":0.1828690347132178,"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."}}