{"id":"W4405948914","doi":"10.35631/ijmoe.622035","title":"THE EVOLUTION OF INSTRUCTIONAL LEADERSHIP: A 10-YEAR BIBLIOMETRIC PERSPECTIVE","year":2024,"lang":"en","type":"article","venue":"International Journal of Modern Education","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kementerian Pendidikan Malaysia; Universiti Malaysia Sarawak","keywords":"Perspective (graphical); Sociology; Psychology; Computer science; Artificial intelligence","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":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01132214,0.0005130965,0.001235334,0.1272653,0.001162304,0.009313471,0.0009719487,0.00086105,0.002762915],"category_scores_gemma":[0.04179983,0.0003194837,0.001301888,0.1897451,0.001042939,0.00752061,0.00227128,0.0008476715,0.0008918997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003742964,"about_ca_system_score_gemma":0.005697578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006519611,"about_ca_topic_score_gemma":0.009022747,"domain_scores_codex":[0.9897064,0.001725501,0.00220983,0.0008579516,0.004909762,0.0005905986],"domain_scores_gemma":[0.9426723,0.02568086,0.01616443,0.001733283,0.01248999,0.001259242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002418443,0.0001967103,0.5077127,0.01480056,0.001346932,0.001095437,0.007419402,0.002417204,0.001556812,0.0214432,0.02106149,0.4207078],"study_design_scores_gemma":[0.00001761952,0.0003108025,0.8192037,0.005841927,0.0008565721,0.001553713,0.009484269,0.004246199,0.001404364,0.00595332,0.1509988,0.0001287482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5909438,0.2535776,0.007914389,0.01502873,0.001181963,0.000487374,0.04790241,0.0005578785,0.08240587],"genre_scores_gemma":[0.8581511,0.1064611,0.008152756,0.0005801185,0.001425302,0.0004267833,0.0207631,0.00009176846,0.003947857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8727347,"threshold_uncertainty_score":0.05987793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08977482764869792,"score_gpt":0.4110990539134172,"score_spread":0.3213242262647192,"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."}}