{"id":"W4391449884","doi":"10.1080/2331186x.2024.2308407","title":"The science education research trends (SERT) in Indonesian secondary schools: a systematic review and bibliometrics study","year":2024,"lang":"en","type":"review","venue":"Cogent Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bibliometrics; Indonesian; Educational research; Systematic review; Psychology; Social science; Sociology; Library science; MEDLINE; Political science; Computer science","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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01955358,0.0009432242,0.00559973,0.08107876,0.001417984,0.004741701,0.00140164,0.001591734,0.002459086],"category_scores_gemma":[0.06974185,0.00100262,0.004218718,0.0793681,0.001305905,0.003953634,0.002378411,0.001059889,0.0002835677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005529147,"about_ca_system_score_gemma":0.02592689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01000252,"about_ca_topic_score_gemma":0.0240487,"domain_scores_codex":[0.9744649,0.004448089,0.01306575,0.001295751,0.006202717,0.000522711],"domain_scores_gemma":[0.9220436,0.05213711,0.01315965,0.0014066,0.01037412,0.0008790211],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001620474,0.00007354513,0.02128379,0.8547544,0.005570048,0.0006331464,0.002419217,0.0002238274,0.0003844251,0.001418394,0.003449635,0.1096275],"study_design_scores_gemma":[0.0001610354,0.0003124844,0.06803527,0.8109934,0.04693198,0.002369118,0.00835391,0.0004117845,0.000758911,0.001234229,0.06030708,0.0001308051],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01963564,0.972365,0.0005245139,0.001325655,0.0002481342,0.001099386,0.003084051,0.00003225528,0.001685469],"genre_scores_gemma":[0.1152996,0.8754508,0.003128708,0.001016875,0.0001915306,0.00255523,0.001997675,0.00002125153,0.0003384841],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9804464,"threshold_uncertainty_score":0.1034105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1641363942527624,"score_gpt":0.5402017859728504,"score_spread":0.376065391720088,"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."}}