{"id":"W4387455703","doi":"10.24843/jmat.2022.v12.i02.p153","title":"","year":2023,"lang":"","type":"article","venue":"Jurnal Matematika","topic":"Data Mining and Machine Learning Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Mathematics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006728888,0.0007416925,0.0005845719,0.001650012,0.002530706,0.00507099,0.00113169,0.001806715,0.371511],"category_scores_gemma":[0.001808101,0.0005105581,0.0006624685,0.002321826,0.0008613762,0.002480733,0.003553443,0.00143288,0.2163702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002139932,"about_ca_system_score_gemma":0.004204158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01306614,"about_ca_topic_score_gemma":0.02210048,"domain_scores_codex":[0.9988613,0.0001048759,0.00008677494,0.0003116059,0.0004519084,0.0001834975],"domain_scores_gemma":[0.9988944,0.0001036046,0.00007594318,0.0001864252,0.0005280397,0.0002116087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004821407,0.0001762261,0.01320892,0.001536514,0.0000737587,0.001371654,0.002453859,0.0005987725,0.009851325,0.05550285,0.4640158,0.450728],"study_design_scores_gemma":[0.00001115867,0.00002549825,0.003192286,0.00012719,0.00001085261,0.0003069404,0.0006544123,0.0001523791,0.0007890543,0.001846139,0.9928672,0.00001690046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01306122,0.002667677,0.006992348,0.004926422,0.002259571,0.0003473449,0.01251335,0.002477806,0.9547542],"genre_scores_gemma":[0.05589699,0.003090105,0.008144455,0.001782777,0.0003579858,0.00023754,0.01165118,0.0008597793,0.9179792],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.628489,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751477272838946,"score_gpt":0.3025241774432975,"score_spread":0.275009404714908,"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."}}