{"id":"W7132131965","doi":"","title":"Vanke Property: Service Transformation","year":2016,"lang":"","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Service (business); Process (computing); Transformation (genetics); Set (abstract data type); Context (archaeology)","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0008779567,0.00186019,0.001283407,0.001212764,0.002656284,0.0003957666,0.001603983,0.001955951,0.01426049],"category_scores_gemma":[0.0001410881,0.001272237,0.000721539,0.0008950625,0.001802584,0.001975579,0.000270507,0.001224101,0.1759463],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004051846,"about_ca_system_score_gemma":0.007549647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003505301,"about_ca_topic_score_gemma":0.0001722968,"domain_scores_codex":[0.9904847,0.0005884183,0.002236468,0.002010916,0.003018234,0.001661272],"domain_scores_gemma":[0.9943725,0.0001327889,0.001443284,0.001768672,0.001455415,0.0008273222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00385304,0.004323635,0.0004270249,0.009316467,0.005887178,0.002579459,0.004832134,0.002008087,0.2731017,0.2154739,0.4228864,0.05531103],"study_design_scores_gemma":[0.002729135,0.0001186522,0.0004277054,0.005074284,0.0005765032,0.002072412,0.00008140362,0.0005077264,0.006319952,0.0002608544,0.979744,0.002087387],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006650328,0.002490079,0.003273871,0.0008031466,0.01088509,0.002935515,0.0009481722,0.0008348589,0.9771642],"genre_scores_gemma":[0.07322927,0.0004317661,0.000567289,0.0009056894,0.007368763,0.0006031217,0.0006492841,0.001391207,0.9148536],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5568576,"threshold_uncertainty_score":0.9997714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604031590176387,"score_gpt":0.2412397132131284,"score_spread":0.2251993973113646,"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."}}