{"id":"W3188023967","doi":"","title":"Model Klasifikasi Emosi Berdasarkan Suara Manusia dengan Metoode Multilater Perceptron","year":2021,"lang":"id","type":"article","venue":"Senamika","topic":"Infant Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Psychology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001330105,0.0008940892,0.001170242,0.0002742227,0.002270848,0.000104387,0.0004876955,0.001257702,0.00268995],"category_scores_gemma":[0.0002838746,0.0008799765,0.0003674697,0.0005601868,0.0001527978,0.00036298,0.0006709337,0.002663835,0.007915412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023788,"about_ca_system_score_gemma":0.004443092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004560866,"about_ca_topic_score_gemma":0.001461514,"domain_scores_codex":[0.9913048,0.001361478,0.001951109,0.001472634,0.0009854755,0.002924525],"domain_scores_gemma":[0.9955847,0.0004104338,0.0004948608,0.001448752,0.0008019411,0.001259341],"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":[0.002714316,0.00427066,0.1817037,0.023361,0.001700356,0.004115674,0.3088757,0.002773117,0.01690337,0.007432899,0.3456559,0.1004932],"study_design_scores_gemma":[0.01610787,0.0005341058,0.2282912,0.004679796,0.000904664,0.0003500429,0.04177468,0.2329616,0.006438841,0.003060581,0.4589351,0.00596154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9123947,0.00250834,0.001549103,0.008243555,0.005897672,0.002358647,0.0003099424,0.0004196653,0.06631839],"genre_scores_gemma":[0.8113033,0.001798564,0.01414041,0.01558888,0.0008493951,0.0001321815,0.0005825768,0.0002356194,0.155369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.267101,"threshold_uncertainty_score":0.9996371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07582149320537128,"score_gpt":0.3883612655165837,"score_spread":0.3125397723112124,"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."}}