{"id":"W4408345260","doi":"10.22329/jtl.v19i1.8985","title":"Perspectives of Socio-Scientific Issues in Educational Research: A Bibliometric Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bibliometrics; Sociology; Engineering ethics; Management science; Data science; Social science; Library science; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02621234,0.0005666353,0.001358891,0.1306608,0.003538575,0.01641137,0.0008668937,0.001202308,0.00195442],"category_scores_gemma":[0.08759575,0.0003280593,0.001045837,0.1930638,0.003576127,0.01067558,0.004923648,0.0008625215,0.0002824479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005347464,"about_ca_system_score_gemma":0.006940259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002949547,"about_ca_topic_score_gemma":0.003988801,"domain_scores_codex":[0.9692217,0.009502589,0.004134994,0.00131661,0.01498464,0.0008395528],"domain_scores_gemma":[0.9044144,0.06894963,0.01071369,0.002843041,0.01192956,0.001149738],"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":[0.0001561957,0.0001620213,0.3443151,0.00790213,0.0009871938,0.00104218,0.0621515,0.002506399,0.00240079,0.09253764,0.008144718,0.4776941],"study_design_scores_gemma":[0.00004889432,0.000212855,0.5445408,0.006404954,0.001239521,0.002745523,0.148178,0.0125362,0.002730217,0.101218,0.1798872,0.0002577836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7504198,0.07613192,0.03600672,0.01998214,0.0005495442,0.0008953831,0.005919043,0.000282042,0.1098134],"genre_scores_gemma":[0.9634419,0.01915939,0.01407262,0.0002430044,0.0004033274,0.0003638339,0.001342074,0.00003349557,0.0009402807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8693392,"threshold_uncertainty_score":0.1386257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08680649743037178,"score_gpt":0.4741783661022315,"score_spread":0.3873718686718597,"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."}}