{"id":"W4404599661","doi":"10.5267/j.uscm.2024.8.008","title":"Does digital supply chain flexibility matter? Exploring its impact on smart quality systems and the mediating role of sustainable procurement: A study on five-star hotels in KSA","year":2024,"lang":"en","type":"article","venue":"Uncertain Supply Chain Management","topic":"Organizational and Employee Performance","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Supply chain; Flexibility (engineering); Hospitality; Business; Hospitality industry; Quality (philosophy); Structural equation modeling; Supply chain management; Marketing; Environmental economics; Process management; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002734529,0.0003419285,0.000408566,0.0003693792,0.0001945565,0.000637034,0.0007121853,0.00003958435,0.00001819754],"category_scores_gemma":[0.00009280024,0.0001885716,0.00008184075,0.0009542464,0.00007709847,0.0008875543,0.0006106794,0.0002182787,0.00002444959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003877626,"about_ca_system_score_gemma":0.0000608209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009814571,"about_ca_topic_score_gemma":0.00002385419,"domain_scores_codex":[0.9968073,0.0002990583,0.0006784656,0.0007875551,0.0008614999,0.0005660733],"domain_scores_gemma":[0.998583,0.0004387235,0.0001421867,0.0006436164,0.000103103,0.0000893285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001034246,0.002286639,0.4784743,0.005788655,0.0007973369,0.0003260874,0.1302071,0.09863232,0.0001154165,0.2709266,0.0006640623,0.01074727],"study_design_scores_gemma":[0.005521755,0.001790244,0.4855956,0.001560718,0.00007565403,0.000005180523,0.0954778,0.3907497,0.001022382,0.01452838,0.002220098,0.001452477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932011,0.00027095,0.0006826035,0.001904114,0.0002778567,0.002861371,0.00005201775,0.0001286015,0.0006213713],"genre_scores_gemma":[0.9980801,0.00004256754,0.00007344837,0.0001019771,0.00008243208,0.0005036605,0.0000191057,0.00002408529,0.00107259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2921174,"threshold_uncertainty_score":0.7689729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193270682266541,"score_gpt":0.2733645454964245,"score_spread":0.2514318386737591,"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."}}