{"id":"W4394597663","doi":"10.1109/csce60160.2023.00087","title":"Cognitive Cluster Identification","year":2023,"lang":"en","type":"article","venue":"","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Identification (biology); Cluster (spacecraft); Artificial intelligence; Computer network","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":[0.0006930527,0.0006740472,0.0004754342,0.00339263,0.001156528,0.002328102,0.001001906,0.0006020284,0.003996892],"category_scores_gemma":[0.00363865,0.0001953906,0.0009419777,0.001528289,0.0008429362,0.00175274,0.001895554,0.0006116495,0.0008315615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001348159,"about_ca_system_score_gemma":0.001246681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004867204,"about_ca_topic_score_gemma":0.004882071,"domain_scores_codex":[0.9993798,0.00008117478,0.00002442833,0.0002231801,0.0002005707,0.00009082618],"domain_scores_gemma":[0.9988642,0.0003067951,0.0001339645,0.0002057094,0.0004076937,0.00008167432],"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":[0.0003273739,0.0002514411,0.02360563,0.000463957,0.0002826082,0.0001999018,0.001693187,0.04367157,0.01982084,0.1392335,0.0138794,0.7565705],"study_design_scores_gemma":[0.00003982813,0.0001624586,0.02886824,0.0001512857,0.0001564376,0.0006034888,0.002016699,0.6944661,0.03340622,0.2018238,0.03813633,0.0001691655],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1489241,0.0007277218,0.8081289,0.0008779097,0.0002389996,0.0003665033,0.0006239059,0.001922567,0.03818941],"genre_scores_gemma":[0.7122388,0.0004217941,0.276318,0.0002031577,0.0001156354,0.0002066087,0.0007918081,0.000168692,0.009535479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004867204,"threshold_uncertainty_score":0.01337087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.040114019199522,"score_gpt":0.3049783469277096,"score_spread":0.2648643277281876,"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."}}