{"id":"W2800892855","doi":"10.7939/r3ff3m53n","title":"Wicked Problems and Professional Work: Disrupting Work in a Mature Field with Incumbent Professions","year":2015,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Field (mathematics); Engineering ethics; Boundary-work; Sociology; Public relations; Political science; Engineering; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01115406,0.0003985055,0.0004873596,0.002447613,0.02502338,0.009966199,0.00240545,0.001933115,0.00188441],"category_scores_gemma":[0.01208594,0.0006767336,0.0004505631,0.00236897,0.04231533,0.006043227,0.01274757,0.004445528,0.0002137954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01913086,"about_ca_system_score_gemma":0.02196445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05727987,"about_ca_topic_score_gemma":0.1602754,"domain_scores_codex":[0.9876608,0.007547664,0.0002754098,0.0006972493,0.001708798,0.002110028],"domain_scores_gemma":[0.9847251,0.006952743,0.002148008,0.001294513,0.0009589708,0.003920759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005207139,0.0002777097,0.0318822,0.00007905078,0.00001433462,0.002633637,0.895956,0.0003355736,0.000768985,0.03748779,0.00143603,0.02907667],"study_design_scores_gemma":[0.00001297105,0.0001556729,0.0238155,0.0001092787,0.000008887268,0.0008832744,0.9422242,0.0004544786,0.0001880456,0.01316332,0.01894318,0.00004112497],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725094,0.0006704289,0.005197265,0.004429243,0.00004860494,0.00009150912,0.00001128431,0.00003549975,0.01700665],"genre_scores_gemma":[0.9952107,0.0002752354,0.002206473,0.0004296495,0.00001531945,0.0000301395,0.0000106314,0.00001048294,0.001811375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05727987,"threshold_uncertainty_score":0.1388048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177533859836289,"score_gpt":0.1774213748078722,"score_spread":0.1656460362095093,"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."}}