{"id":"W4399443232","doi":"10.1080/15434303.2024.2364172","title":"Adapting to a New Normal: A Review of <i>Technology Assisted Language Assessment in Diverse Contexts</i>","year":2024,"lang":"en","type":"review","venue":"Language Assessment Quarterly","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Language assessment; Psychology; Computer science; Linguistics; Mathematics education","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":[0.003623579,0.0007219666,0.001433688,0.004030467,0.0004235879,0.001740123,0.00134762,0.001569934,0.002571179],"category_scores_gemma":[0.009537996,0.0003648757,0.001039015,0.004272188,0.0009429618,0.002679405,0.001321979,0.002466381,0.0008076968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091672,"about_ca_system_score_gemma":0.004875649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003274708,"about_ca_topic_score_gemma":0.01070899,"domain_scores_codex":[0.9987504,0.00040962,0.0003089586,0.0001423947,0.000333283,0.00005536334],"domain_scores_gemma":[0.992673,0.005484492,0.0006040359,0.0001090489,0.0009523254,0.0001770539],"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":[0.00005499825,0.00003900529,0.0002392232,0.07497822,0.0002369551,0.00006036322,0.0001832929,0.0001535068,0.0002831236,0.002708842,0.02971952,0.8913429],"study_design_scores_gemma":[0.00003419376,0.0001561427,0.002418002,0.1193477,0.0008843815,0.0008795271,0.0003661563,0.0001167792,0.0002218916,0.002698782,0.8728279,0.00004850315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000034457,0.9990388,0.00005240319,0.0005042003,0.0001276854,0.000004211006,0.000008700246,0.0000024889,0.0002270297],"genre_scores_gemma":[0.0003908583,0.998686,0.0001525808,0.0005831255,0.0001031439,0.000007203015,0.00001400076,0.00000119222,0.0000618382],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004030467,"threshold_uncertainty_score":0.01916355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05299991408977252,"score_gpt":0.4712575397084361,"score_spread":0.4182576256186636,"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."}}