{"id":"W2922199650","doi":"10.5465/amj.2016.0487","title":"Cocreating Rigorous and Relevant Knowledge","year":2019,"lang":"en","type":"article","venue":"Academy of Management Journal","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Relevance (law); Knowledge management; Process (computing); Event (particle physics); Focus (optics); Ontology; Explicit knowledge; Computer science; Psychology; Data science; Epistemology; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006200316,0.0001753807,0.0002460357,0.0003586784,0.0002478409,0.0001606586,0.0002834959,0.00004837182,0.0006621127],"category_scores_gemma":[0.00003097201,0.0001521086,0.0000603999,0.0003799681,0.00005313408,0.0007240136,0.000556385,0.0002072164,0.0003767511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002194663,"about_ca_system_score_gemma":0.000002824485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006556053,"about_ca_topic_score_gemma":0.000001319978,"domain_scores_codex":[0.9987659,0.00001110139,0.0004032945,0.0002225551,0.0003330651,0.000264035],"domain_scores_gemma":[0.9994348,0.00004162131,0.0003703347,0.00007253847,0.00006446883,0.0000162013],"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":[0.00006025896,0.0001298997,0.2101551,0.001322913,0.0004921776,0.00001250635,0.0001181596,0.000073655,0.0001397374,0.7150173,0.04122874,0.0312496],"study_design_scores_gemma":[0.00233792,0.0000304794,0.3230792,0.0004226495,0.0003933373,0.0000188467,0.001211038,0.001611755,0.00005786545,0.0740111,0.5962765,0.0005492183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3791492,0.003165675,0.0005265197,0.003853697,0.0005262498,0.0006413069,9.233989e-7,0.0001124523,0.6120239],"genre_scores_gemma":[0.989872,0.0009626446,0.001100958,0.001210392,0.0006767897,0.000003796946,0.000002679618,0.00002833584,0.00614237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6410062,"threshold_uncertainty_score":0.7249669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355709310142812,"score_gpt":0.2364525883672684,"score_spread":0.2228954952658403,"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."}}