{"id":"W2748311881","doi":"10.1108/s2056-375220170000003009","title":"A Knowledge Management Framework for Institutional Research","year":2017,"lang":"en","type":"book-chapter","venue":"Theory and method in higher education research","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Association of Canadian Universities for Northern Studies","keywords":"Operationalization; Knowledge management; Institution; Conceptual framework; Order (exchange); Business; Computer science; Process management; Political science; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01923441,0.0008695965,0.000853651,0.006307143,0.004617797,0.01626947,0.003406354,0.003595983,0.008332913],"category_scores_gemma":[0.01038307,0.0005408677,0.001269556,0.006781875,0.02401586,0.01817337,0.005561912,0.004496994,0.001397194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01426339,"about_ca_system_score_gemma":0.009678097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007748601,"about_ca_topic_score_gemma":0.004679568,"domain_scores_codex":[0.985959,0.009559057,0.0007902168,0.001259884,0.00180019,0.0006317714],"domain_scores_gemma":[0.987913,0.007474708,0.0008444366,0.001464611,0.00169637,0.0006069842],"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":[4.888536e-7,0.00000256865,0.00001494844,0.00001368169,9.145128e-7,0.00001065097,0.0002420427,0.0001913103,0.000006958145,0.9970779,0.0005038882,0.001934485],"study_design_scores_gemma":[0.000005176459,0.000003778491,0.00004331295,0.0001231337,0.000002251975,0.00003216797,0.0004831925,0.001369281,0.00003063263,0.947427,0.05047381,0.000006249809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003505639,0.007707828,0.6403069,0.02712659,0.0005407765,0.0004942463,0.0003573406,0.0003144028,0.3196462],"genre_scores_gemma":[0.3879878,0.007460922,0.5606544,0.003465764,0.0009826412,0.002408228,0.0007182471,0.0001644884,0.03615754],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01923441,"threshold_uncertainty_score":0.1034886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3098922012547813,"score_gpt":0.5098396459966953,"score_spread":0.1999474447419139,"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."}}