{"id":"W3134067454","doi":"10.1142/s0219622021500152","title":"Integrated Ranking Algorithm for Efficient Decision Making","year":2021,"lang":"en","type":"article","venue":"International Journal of Information Technology & Decision Making","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Ranking (information retrieval); Multiple-criteria decision analysis; Rank (graph theory); Computer science; TOPSIS; Grey relational analysis; Categorization; Weighted sum model; Selection (genetic algorithm); Data mining; Algorithm; Machine learning; Mathematics; Artificial intelligence; Operations research; Influence diagram; Decision tree; Statistics","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":[0.004863061,0.00185778,0.002994703,0.003763504,0.001112376,0.003152931,0.001845653,0.001515198,0.008108731],"category_scores_gemma":[0.006439152,0.0007977107,0.002081825,0.004403887,0.0007445336,0.002144833,0.002100877,0.001977301,0.002483336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001513864,"about_ca_system_score_gemma":0.002950679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00377762,"about_ca_topic_score_gemma":0.002897766,"domain_scores_codex":[0.9953541,0.002004521,0.0003759601,0.0006202736,0.001360295,0.0002848677],"domain_scores_gemma":[0.9978226,0.001178788,0.0001889286,0.0001539504,0.0005952253,0.0000604814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001205539,0.0001261651,0.000682057,0.0004229713,0.0002350237,0.00009899111,0.0001385824,0.5393718,0.001848564,0.04367201,0.004686169,0.4085971],"study_design_scores_gemma":[0.00003592299,0.00008500712,0.0001670572,0.00004047962,0.00004132136,0.00005050411,0.00003043057,0.9712853,0.0006564781,0.02335392,0.004234015,0.00001950285],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001371454,0.0002380749,0.9961944,0.00006516487,0.00002389184,0.00009253055,0.00004972141,0.0003506889,0.001614046],"genre_scores_gemma":[0.07461678,0.0004249862,0.9219849,0.00008310165,0.0000415839,0.0005827425,0.000320338,0.0001031226,0.001842413],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008108731,"threshold_uncertainty_score":0.02712643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04191964726753817,"score_gpt":0.4027934823133227,"score_spread":0.3608738350457846,"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."}}