{"id":"W246261638","doi":"10.55016/ojs/jet.v28i3.52365","title":"Transcending the Limitations of the Social Sciences: Insight, Understanding, and the Humanities in Educational Administration","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies","funders":"","keywords":"Administration (probate law); Educational administration; Sociology; Social studies; Pedagogy; Digital humanities; Psychology; Social science; Humanities; Higher education; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02353464,0.0005169735,0.0007136818,0.002975103,0.007535418,0.01596345,0.001147209,0.003560524,0.002672325],"category_scores_gemma":[0.0176481,0.0002824776,0.0004930983,0.00153241,0.09473289,0.01889346,0.009527591,0.007919761,0.0002621208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006815241,"about_ca_system_score_gemma":0.01886251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006153665,"about_ca_topic_score_gemma":0.008860046,"domain_scores_codex":[0.9750378,0.02105491,0.0004356251,0.0004045113,0.002358302,0.0007088934],"domain_scores_gemma":[0.965996,0.02884268,0.001484537,0.001467318,0.00126577,0.0009436163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001023471,0.0000368643,0.0005846621,0.00006081118,0.000003576649,0.0000672098,0.03962912,0.0001509382,0.00009086185,0.9485517,0.0007986291,0.01001544],"study_design_scores_gemma":[0.00001337713,0.00005228821,0.0008475562,0.0004296937,0.000005570259,0.0001323863,0.05033085,0.0004381129,0.0002459016,0.8966886,0.05079445,0.00002118338],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1482354,0.0288582,0.1041732,0.3337229,0.002086848,0.0001935621,0.00004116804,0.0001481127,0.3825406],"genre_scores_gemma":[0.9716694,0.005982982,0.01125079,0.005906974,0.0005509253,0.0001433697,0.000008540392,0.00003117053,0.004455793],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02353464,"threshold_uncertainty_score":0.1244646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4937691199895151,"score_gpt":0.4947680674410507,"score_spread":0.000998947451535559,"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."}}