{"id":"W4244501782","doi":"10.32920/ryerson.14647254.v1","title":"Value Drivers For Smart Service Technology","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Original equipment manufacturer; Vendor; Business; Service (business); Value (mathematics); Marketing; Process management; 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":[0.002069095,0.0004698396,0.0002751065,0.001933128,0.002169778,0.01144049,0.0005149853,0.002357463,0.0122705],"category_scores_gemma":[0.006642431,0.0002542284,0.0004435703,0.001930063,0.003815203,0.007337343,0.003218607,0.003336081,0.001260849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006120817,"about_ca_system_score_gemma":0.004159346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002070394,"about_ca_topic_score_gemma":0.001968055,"domain_scores_codex":[0.9974717,0.0005534846,0.00005939322,0.0001458778,0.001335616,0.0004340714],"domain_scores_gemma":[0.9940346,0.002242368,0.0005912391,0.000217997,0.001668744,0.001245179],"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":[0.00005767144,0.0001302475,0.009253813,0.0002031503,0.00002101866,0.0003861455,0.002560906,0.0008881377,0.001362461,0.9425501,0.006816595,0.03576981],"study_design_scores_gemma":[0.00003933657,0.0001355497,0.02099973,0.0005886521,0.00003854157,0.0008416018,0.01429459,0.006884758,0.00224619,0.7882482,0.1655947,0.00008813271],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3087137,0.002901692,0.02352094,0.04131626,0.0003302419,0.0003397336,0.0003097756,0.0001102662,0.6224573],"genre_scores_gemma":[0.9869075,0.001397589,0.0029429,0.0008027698,0.0001103929,0.00006743627,0.0001024178,0.00002341045,0.007645621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0122705,"threshold_uncertainty_score":0.04440981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02687575122728476,"score_gpt":0.2440760910340938,"score_spread":0.2172003398068091,"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."}}