{"id":"W4293222320","doi":"10.5430/ijhe.v11n3p0","title":"Message from the Editor-in-Chief","year":2022,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Nexus (standard); Negotiation; Political science; Pedagogy; Public relations; Sociology; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005778774,0.00005419901,0.00008412801,0.0001530445,0.00028159,0.00005328063,0.0008147113,0.00003020645,0.002232965],"category_scores_gemma":[0.0001807467,0.00004568484,0.00005441437,0.0002203104,0.0001092124,0.0001698002,0.00008257142,0.0003213284,0.00001347511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000818262,"about_ca_system_score_gemma":0.0008518631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001387824,"about_ca_topic_score_gemma":0.0002113512,"domain_scores_codex":[0.9986266,0.0001769651,0.0002849606,0.00009069482,0.0007165698,0.0001041856],"domain_scores_gemma":[0.9988871,0.0002987314,0.0003420019,0.00009539827,0.0003476171,0.00002910779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000353615,0.0003241655,0.03543308,4.541913e-7,0.00007812614,0.000003203369,0.02228851,0.00005912163,0.0002301554,0.03089947,0.8922626,0.01838573],"study_design_scores_gemma":[0.0001144079,0.0000116538,0.1974617,0.000008854121,0.000006498741,0.000002361748,0.01278054,2.565384e-7,0.00002580251,0.01449672,0.775051,0.00004016668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7244743,0.002780812,0.00002262355,0.1602243,0.0961402,0.0001305725,0.00002043658,0.00005030569,0.01615644],"genre_scores_gemma":[0.9789307,0.0001181738,0.0001996757,0.001286412,0.010781,0.00003228585,0.000005167001,0.000005774007,0.008640847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2544563,"threshold_uncertainty_score":0.9986791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591613191175698,"score_gpt":0.3583986346336131,"score_spread":0.3424825027218561,"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."}}