{"id":"W4389916324","doi":"10.29228/iedres.70621","title":"A BIBLIOMETRIC ANALYSIS OF STUDIES ON DIMENSIONALITY IN EDUCATION AND PSYCHOLOGY","year":2023,"lang":"en","type":"article","venue":"Uluslararası İnovatif Eğitim Araştırmacısı","topic":"Education Practices and Challenges","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.0009155634,0.0001839,0.000458665,0.05387867,0.000146424,0.00005680388,0.0001447122,0.00006372422,0.0005424072],"category_scores_gemma":[0.0003394437,0.0001634701,0.00008968674,0.04290339,0.0002631236,0.0003059769,0.00005828486,0.0001832936,0.00008424365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003434173,"about_ca_system_score_gemma":0.00008327926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000184836,"about_ca_topic_score_gemma":0.0006297404,"domain_scores_codex":[0.9982983,0.000129901,0.0006218533,0.0004016813,0.0003041644,0.0002440947],"domain_scores_gemma":[0.9981903,0.0007212631,0.0003346676,0.0003416605,0.0003567209,0.00005534535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001687955,0.002547266,0.05571382,0.000436755,0.002647968,0.00001397783,0.1516144,0.0002869621,0.0003177173,0.6866331,0.03064384,0.06897538],"study_design_scores_gemma":[0.001058255,0.0004386508,0.7911005,0.0001949924,0.0007408282,0.000004918447,0.1026805,0.001013914,0.0001882995,0.02206676,0.07983482,0.0006775838],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799846,0.002806431,9.737801e-7,0.004028542,0.0009290307,0.000199663,0.00002896316,0.00005996718,0.01196186],"genre_scores_gemma":[0.9940724,0.002358259,0.00005352884,0.001645262,0.000141341,0.00009741699,0.00006941213,0.00001507158,0.001547292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7353867,"threshold_uncertainty_score":0.9774402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1863326651180121,"score_gpt":0.4401180052497133,"score_spread":0.2537853401317012,"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."}}