{"id":"W4382072563","doi":"10.59934/jaiea.v1i1.46","title":"Classification Analysis of Student Ability in Learning Using Clustering Method at SMA Tunas Pelita","year":2021,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"Data Mining and Machine Learning Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Absenteeism; SMA*; Attendance; Centroid; Cluster (spacecraft); Mathematics education; Jigsaw; Statistics; Mathematics; Class (philosophy); Cluster analysis; Psychology; Computer science; Artificial intelligence; Social psychology; Political science","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":[0.0004814512,0.0002811572,0.000244284,0.002775873,0.0005767937,0.0008688619,0.0002920971,0.0003197473,0.002172876],"category_scores_gemma":[0.001585695,0.00008585816,0.0003092755,0.002244459,0.0001834773,0.0003123429,0.0005160919,0.0002525939,0.0005399519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008434802,"about_ca_system_score_gemma":0.0006077411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02174346,"about_ca_topic_score_gemma":0.02317373,"domain_scores_codex":[0.9995596,0.00005928206,0.00004013582,0.00008196144,0.0001715593,0.00008737589],"domain_scores_gemma":[0.9990771,0.0001700534,0.0001718856,0.00005336271,0.0004013667,0.0001262097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004006726,0.0002509037,0.8063629,0.0001267178,0.00007397131,0.0003339917,0.002955777,0.006420261,0.00635786,0.00053865,0.001993081,0.1741851],"study_design_scores_gemma":[0.000006908317,0.0002035447,0.9696479,0.00004277668,0.00002968233,0.0001595181,0.00508402,0.0153044,0.0050965,0.0003397085,0.004057306,0.00002769915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937926,0.00007914443,0.002607494,0.0001007097,0.000008395473,0.00003819212,0.0008559811,0.00005854045,0.00245894],"genre_scores_gemma":[0.9948507,0.00006167325,0.002235234,0.000007524476,0.000004563495,0.00004238187,0.0008683677,0.000006465591,0.001923188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02174346,"threshold_uncertainty_score":0.04323375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0654176616932491,"score_gpt":0.3663670895138872,"score_spread":0.3009494278206381,"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."}}