{"id":"W3028354788","doi":"10.3968/11679","title":"IPMS Implementation Efficiency Study Based on Chinese IPMS Standard GB/T 29490","year":2020,"lang":"en","type":"article","venue":"Canadian social science","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Certification; Valuation (finance); Audit; Intellectual property; Computer science; Business; Accounting; Economics; Management; Marketing","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":[0.0003808797,0.00009961406,0.00009486196,0.0001412445,0.0004345791,0.000121555,0.000238016,0.00002633644,0.0005024811],"category_scores_gemma":[0.00007519228,0.0001011465,0.00002564671,0.001269732,0.00007881657,0.0001775443,0.000009228009,0.00008134259,0.00003983498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004657038,"about_ca_system_score_gemma":0.0004746109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004588019,"about_ca_topic_score_gemma":0.004692454,"domain_scores_codex":[0.9987885,0.00002831658,0.0001531927,0.0002130574,0.0005185555,0.0002983909],"domain_scores_gemma":[0.9993755,0.0000130727,0.00002299207,0.00008775817,0.0001074789,0.0003931797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002204911,0.0000580305,0.05891589,0.00002637311,0.00001585085,0.00001885913,0.0330669,0.8636548,0.001721258,0.00296282,0.005853308,0.03368384],"study_design_scores_gemma":[0.000855832,0.000172731,0.01916806,0.000002606524,0.000008733134,1.063743e-7,0.003144416,0.9747231,0.0002358261,0.00003935123,0.001377752,0.0002714583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6470404,0.00002604498,0.2057586,0.005072662,0.001160844,0.002083204,0.0002852348,0.000600726,0.1379723],"genre_scores_gemma":[0.9979399,5.959845e-7,0.0003701544,0.001553598,0.00009334437,0.00001498586,0.0000104286,0.00001179935,0.000005230002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3508994,"threshold_uncertainty_score":0.5501816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157102191665009,"score_gpt":0.3129466107447475,"score_spread":0.2913755888280974,"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."}}