{"id":"W2961941504","doi":"10.18863/pgy.554788","title":"Otomatik Düşüncelere Makine Öğrenme Yöntemlerinin Uygulanması ile Aleksitimi Düzeyinin Tahmini","year":2019,"lang":"tr","type":"article","venue":"Psikiyatride Guncel Yaklasimlar - Current Approaches in Psychiatry","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Humanities; Physics; Gynecology; Philosophy; Medicine","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":[0.00166341,0.000974332,0.001347749,0.001571576,0.001261391,0.002557605,0.0005895242,0.001079975,0.01503172],"category_scores_gemma":[0.005046159,0.0004409384,0.001623762,0.001430227,0.001055036,0.001718465,0.001347833,0.001779994,0.00249902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352316,"about_ca_system_score_gemma":0.00243404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01161157,"about_ca_topic_score_gemma":0.01254427,"domain_scores_codex":[0.9984947,0.0003339112,0.0001842663,0.0002658075,0.0004985213,0.0002227542],"domain_scores_gemma":[0.9976051,0.0007209788,0.0006124017,0.0001592281,0.0006962747,0.0002059777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003299505,0.0005763102,0.3641682,0.004363812,0.001077119,0.006701536,0.00403826,0.001614023,0.02640536,0.006432446,0.0224233,0.5589001],"study_design_scores_gemma":[0.0002393562,0.001814424,0.770756,0.003344547,0.001591438,0.02545605,0.01037577,0.0052412,0.02271055,0.01139637,0.1466822,0.0003921178],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7963701,0.08273911,0.03523546,0.00892979,0.001634364,0.0008001685,0.005761378,0.000823557,0.067706],"genre_scores_gemma":[0.9380778,0.024535,0.01441728,0.001195352,0.0004940124,0.0003704788,0.002820991,0.0001917493,0.01789732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01503172,"threshold_uncertainty_score":0.05028611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07674924724383016,"score_gpt":0.3345095843438071,"score_spread":0.2577603370999769,"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."}}