{"id":"W7000489903","doi":"","title":"Farklı Derin Sinir Ağı Modellerinin Duygu Tanımadaki Performanslarının Karşılaştırılması","year":2021,"lang":"tr","type":"article","venue":"DSpace@MŞU","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Signal processing; Support vector machine; Visualization; Image processing","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006035716,0.0008174998,0.0008680375,0.0003350248,0.0004986647,0.0002570924,0.0004391869,0.00101217,0.02411827],"category_scores_gemma":[0.0001137755,0.0009214008,0.0005658322,0.0007577722,0.000245487,0.0003824247,0.0002998307,0.001287134,0.01202614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000168918,"about_ca_system_score_gemma":0.000336275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001218111,"about_ca_topic_score_gemma":0.0004301966,"domain_scores_codex":[0.9950244,0.0005613079,0.0009696085,0.001422163,0.0006407159,0.001381802],"domain_scores_gemma":[0.9972877,0.0001566057,0.0003754548,0.001141189,0.0004579264,0.0005811421],"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":[0.00155404,0.007551678,0.01317611,0.00147494,0.002436759,0.00310068,0.03295501,0.000930055,0.01134606,0.03364946,0.659324,0.2325012],"study_design_scores_gemma":[0.006513688,0.0005526343,0.008499351,0.0004551781,0.0004155515,0.0008552143,0.01111687,0.009464852,0.004990473,0.001236674,0.9540455,0.001854039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.302968,0.007092226,0.00572977,0.01152733,0.007962681,0.0009007553,0.000350581,0.0005212404,0.6629474],"genre_scores_gemma":[0.8517704,0.002758293,0.001399628,0.002714738,0.001103588,0.00009072506,0.0005477713,0.0001972732,0.1394176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5488023,"threshold_uncertainty_score":0.9993237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04664649528215002,"score_gpt":0.3104201588377478,"score_spread":0.2637736635555978,"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."}}