{"id":"W7165434452","doi":"","title":"Yaşam Tarzı ve Teknoloji Kullanımının Ruh Sağlığı Üzerindeki Etkilerinin Derin Öğrenme Yöntemleri ile Sınıflandırılması","year":2025,"lang":"tr","type":"article","venue":"DergiPark (Istanbul University)","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Categorical variable; Mental health; Multilayer perceptron; Digital health; Mental model; Decision model; Data collection; Duration (music)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00144432,0.0008810297,0.0008841635,0.0008977242,0.0005132963,0.002149316,0.000622887,0.001037687,0.007119952],"category_scores_gemma":[0.003117371,0.0002843978,0.0008127797,0.0008078142,0.0005459732,0.001573831,0.0007149449,0.001156353,0.002359406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005813678,"about_ca_system_score_gemma":0.0009623179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004985999,"about_ca_topic_score_gemma":0.005285419,"domain_scores_codex":[0.9993976,0.0001196215,0.00004952824,0.0001673057,0.0001800759,0.00008590125],"domain_scores_gemma":[0.998838,0.0004530125,0.0001628523,0.0001061811,0.0003857838,0.00005415867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001634589,0.0004580643,0.05246872,0.001047771,0.0003145679,0.001103959,0.0007673921,0.01559912,0.01592927,0.004504039,0.01674994,0.8894226],"study_design_scores_gemma":[0.0003121995,0.002778996,0.3078808,0.002319942,0.001529678,0.006073168,0.006339942,0.4293448,0.07080367,0.04284254,0.1291398,0.0006344726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6449949,0.02481706,0.2813867,0.006065077,0.001540619,0.0003369358,0.005242641,0.003402886,0.03221305],"genre_scores_gemma":[0.9040362,0.00746314,0.07160584,0.0005957853,0.0002986799,0.0001825137,0.003036299,0.0002016328,0.0125799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007119952,"threshold_uncertainty_score":0.02381861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570068097222131,"score_gpt":0.2945003664817906,"score_spread":0.2787996855095692,"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."}}