{"id":"W3126138792","doi":"10.2139/ssrn.3693884","title":"Approaching Process Improvement","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Process (computing); Business; Computer science","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":[0.009771296,0.001230775,0.0005818426,0.0028087,0.003959315,0.01036452,0.001652223,0.005210871,0.02783311],"category_scores_gemma":[0.009735511,0.0004291134,0.0007135682,0.001988187,0.00952491,0.01497151,0.00839327,0.006899338,0.007679166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004557286,"about_ca_system_score_gemma":0.009249533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002751491,"about_ca_topic_score_gemma":0.003002031,"domain_scores_codex":[0.9926835,0.002536141,0.0002228924,0.0008480386,0.002927982,0.0007814458],"domain_scores_gemma":[0.9946056,0.001854385,0.000266075,0.0008845959,0.001533162,0.0008561933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002068663,0.00005955644,0.0002067092,0.0001857577,0.000009467668,0.00005420819,0.001738664,0.0006826405,0.0004560256,0.7839538,0.05015397,0.1624786],"study_design_scores_gemma":[0.000008764847,0.00007409166,0.0002418844,0.0003441118,0.000009506696,0.00006412991,0.002097426,0.00125704,0.0008277505,0.4745271,0.520532,0.00001618583],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007307726,0.03221988,0.199637,0.2425948,0.009383217,0.0001666342,0.0001316005,0.001520437,0.5070387],"genre_scores_gemma":[0.3377775,0.04351122,0.1721946,0.0343173,0.004634208,0.0004169625,0.0004512621,0.001028862,0.4056682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02783311,"threshold_uncertainty_score":0.09311104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645075458168074,"score_gpt":0.2295049654401461,"score_spread":0.2130542108584654,"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."}}