{"id":"W4313388101","doi":"10.23917/ijolae.v4i3.19432","title":"Education Application Testing Perspective to Empower Students' Higher Order Thinking Skills Related to The Concept of Adaptive Learning Media","year":2022,"lang":"en","type":"article","venue":"Indonesian Journal on Learning and Advanced Education (IJOLAE)","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Usability; Likert scale; Test (biology); Computerized adaptive testing; Sample (material); Computer science; Quality (philosophy); Set (abstract data type); Perspective (graphical); Adaptation (eye); Scale (ratio); Mathematics education; Multimedia; Human–computer interaction; Artificial intelligence; Psychology","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":[0.009182489,0.000934988,0.0004771006,0.003037957,0.0008760347,0.00435776,0.001688669,0.001669357,0.007245426],"category_scores_gemma":[0.0193126,0.0002667868,0.0006127128,0.001324899,0.005368127,0.004776133,0.002447995,0.002795788,0.0008078384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268732,"about_ca_system_score_gemma":0.002041441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007415444,"about_ca_topic_score_gemma":0.0007541181,"domain_scores_codex":[0.9882649,0.009062244,0.000372948,0.0004652221,0.001476324,0.0003583491],"domain_scores_gemma":[0.9623995,0.03147741,0.001124023,0.001699504,0.002632825,0.0006666901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001708408,0.001499801,0.01803948,0.001786614,0.00007520125,0.002210377,0.02744413,0.00638611,0.01527901,0.4736077,0.004227852,0.4492729],"study_design_scores_gemma":[0.0001645418,0.003679783,0.02968335,0.003250002,0.0001611451,0.006170071,0.0308914,0.04115278,0.04479161,0.5008864,0.3390202,0.0001487735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1208112,0.003357017,0.5926,0.01158075,0.0005024907,0.0008193339,0.0001098668,0.0006404041,0.2695789],"genre_scores_gemma":[0.7683932,0.002001693,0.2080148,0.002018304,0.0002200191,0.0009235514,0.0001236165,0.000128653,0.0181762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009182489,"threshold_uncertainty_score":0.04856217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009143124007544625,"score_gpt":0.3436729189440323,"score_spread":0.3345297949364877,"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."}}