{"id":"W4247552634","doi":"10.32920/ryerson.14647254","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; Computer science; Process management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002471566,0.0002277169,0.0002602203,0.000485451,0.0001182737,0.0003500258,0.0004442123,0.0003815611,0.0003760603],"category_scores_gemma":[0.0000757358,0.0002334448,0.00008283143,0.001077265,0.00001409187,0.0004025385,0.0010072,0.0002843622,0.0001818734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002882215,"about_ca_system_score_gemma":0.00006620351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001144966,"about_ca_topic_score_gemma":0.0005217916,"domain_scores_codex":[0.998791,0.000002892222,0.0002728911,0.0005485429,0.0001449296,0.0002397083],"domain_scores_gemma":[0.9980543,0.00001732213,0.0002389315,0.0005794578,0.001106172,0.000003795401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000740257,0.0002678095,0.01437598,0.01151517,0.0005053767,0.00001585693,0.000199966,0.001610815,0.003881948,0.8815106,0.05432994,0.03171253],"study_design_scores_gemma":[0.0009174739,0.000009942827,0.002622812,0.0003973771,0.0003664595,0.000002854576,0.002873198,0.01594088,0.002697942,0.2418588,0.7311456,0.00116663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5808577,0.0003000373,0.01104521,0.3283375,0.007630377,0.002216382,0.00001194006,0.001582213,0.06801866],"genre_scores_gemma":[0.5975013,0.0000648765,0.03532311,0.3428554,0.01237993,0.0009354831,0.006502051,0.000269685,0.004168088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6768157,"threshold_uncertainty_score":0.9519604,"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."}}