{"id":"W4414106747","doi":"10.1016/j.joitmc.2025.100627","title":"Managing operational alignment complexity: A recommender system approach","year":2025,"lang":"en","type":"article","venue":"Journal of Open Innovation Technology Market and Complexity","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University Canada West","funders":"","keywords":"Pairwise comparison; Recommender system; Abstraction; Delphi method; Complexity management; Structural complexity; Benchmark (surveying); Information system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02178781,0.001714815,0.002304475,0.006399081,0.002584457,0.006393822,0.004389799,0.002606508,0.004497329],"category_scores_gemma":[0.06121871,0.001280344,0.002332215,0.005575495,0.001909604,0.007775546,0.004816189,0.003178577,0.00133282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003555709,"about_ca_system_score_gemma":0.004423224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01266662,"about_ca_topic_score_gemma":0.01506378,"domain_scores_codex":[0.9739752,0.01394613,0.002096531,0.00374119,0.005400178,0.0008407476],"domain_scores_gemma":[0.9508142,0.02910383,0.004718921,0.005085749,0.009269427,0.001007881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004030096,0.00079925,0.046809,0.001297564,0.001379287,0.0004929562,0.01065989,0.1537513,0.004781727,0.1106526,0.008440302,0.6605332],"study_design_scores_gemma":[0.00009977389,0.0005379029,0.00794343,0.0002754149,0.0005060822,0.0003051125,0.004372909,0.9120265,0.002331133,0.04824679,0.02315628,0.0001986194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03838898,0.0004886498,0.9492978,0.001551196,0.00009403467,0.0005324521,0.0001811366,0.0008624972,0.008603165],"genre_scores_gemma":[0.3827685,0.0004546163,0.612884,0.0003148408,0.0001048377,0.0006769262,0.0005231274,0.00009412105,0.002179036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02178781,"threshold_uncertainty_score":0.1152263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05296347120264298,"score_gpt":0.2809723958184991,"score_spread":0.2280089246158561,"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."}}