{"id":"W4401870117","doi":"10.52096/jsrbs.10.22.10","title":"Akademik Liyakat: VOSviewer ile Bibliyometrik Bir Haritalama Analizi ve İçerik Analizi (WOS Örneği)","year":2024,"lang":"en","type":"article","venue":"Journal of Social Research and Behavioral Sciences","topic":"Educational Methods and Analysis","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics","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":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.01557509,0.0001516211,0.0003796309,0.002625936,0.00253234,0.001716267,0.0007615365,0.0001791199,0.0007258088],"category_scores_gemma":[0.001026223,0.0001132337,0.0002824456,0.0112901,0.002953968,0.00130984,0.0001224829,0.0008175594,0.00002828951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002389603,"about_ca_system_score_gemma":0.001926402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001289342,"about_ca_topic_score_gemma":0.0003451704,"domain_scores_codex":[0.994288,0.0008965121,0.0005634439,0.0003682814,0.003090925,0.0007928659],"domain_scores_gemma":[0.9972237,0.0008366039,0.0001929289,0.00008291032,0.00111468,0.0005491797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001375388,0.001954605,0.2460178,0.0002253493,0.0003200259,0.0004734317,0.05899347,0.000004328369,0.009135209,0.1392992,0.1144974,0.4289416],"study_design_scores_gemma":[0.0004963849,0.002690373,0.05056208,0.0005765793,0.0003042876,0.00004028018,0.274638,0.00007447739,0.0005892202,0.06987456,0.5993412,0.0008126373],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651324,0.01001699,0.00006138415,0.01570231,0.0008474099,0.0001681236,0.0000294326,0.00002706068,0.008014847],"genre_scores_gemma":[0.9895867,0.003599886,0.001607681,0.00008914369,0.002309829,0.000009455747,0.000002018424,0.00001190267,0.002783434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4848437,"threshold_uncertainty_score":0.9997594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4275769707911127,"score_gpt":0.6227699750108457,"score_spread":0.195193004219733,"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."}}