{"id":"W3082018327","doi":"10.1109/fuzz48607.2020.9177591","title":"The Assessment of Importance of Selected Issues of Software Engineering, IT Project Management, and Programming Paradigms Based on Graphical AHP and Fuzzy C-Means","year":2020,"lang":"en","type":"article","venue":"","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Fuzzy logic; Analytic hierarchy process; Computer science; Software engineering; Software; Engineering management; Systems engineering; Engineering; Operations research; Artificial intelligence; Programming language","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":[0.01510772,0.0007791288,0.0005588335,0.005995713,0.0008392863,0.001899458,0.0005995281,0.0007423024,0.00138288],"category_scores_gemma":[0.05227235,0.0001772832,0.0005976532,0.003543958,0.0008368658,0.001382184,0.001525674,0.0006530571,0.0001909439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008545675,"about_ca_system_score_gemma":0.001100676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009762853,"about_ca_topic_score_gemma":0.00140852,"domain_scores_codex":[0.9845716,0.009575942,0.000757121,0.0007459105,0.003965138,0.0003843234],"domain_scores_gemma":[0.9460307,0.04308502,0.003770043,0.001245898,0.005075417,0.0007928797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00263478,0.001138398,0.1176593,0.002531586,0.0004192507,0.0003406954,0.02042529,0.03551777,0.03573872,0.008721776,0.001503382,0.7733691],"study_design_scores_gemma":[0.0003963394,0.006444283,0.4213286,0.0008834862,0.0006542701,0.0008599669,0.0484684,0.4265489,0.04924915,0.03323533,0.01133976,0.0005915234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7881702,0.0003466298,0.2034163,0.0002967183,0.00004831661,0.0007948749,0.0001758864,0.0001765059,0.006574579],"genre_scores_gemma":[0.889573,0.0001064328,0.1094317,0.0000320194,0.00002234619,0.0003302782,0.000121054,0.00001606108,0.0003669677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01510772,"threshold_uncertainty_score":0.07989824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08459061407153895,"score_gpt":0.3993738028987489,"score_spread":0.3147831888272099,"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."}}