{"id":"W4404351182","doi":"10.1016/j.ijedudev.2024.103152","title":"Extending ASER as an assessment tool throughout South Asia","year":2024,"lang":"en","type":"article","venue":"International Journal of Educational Development","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"South asia; Geography; History; Ancient history","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":[0.02151477,0.00068033,0.0005841232,0.00512672,0.001020474,0.002706625,0.001109263,0.000564513,0.005649015],"category_scores_gemma":[0.02501941,0.0003126009,0.0005526411,0.002915607,0.0007777157,0.004672663,0.003434335,0.0009842654,0.001876357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001629185,"about_ca_system_score_gemma":0.006807187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01192372,"about_ca_topic_score_gemma":0.01614849,"domain_scores_codex":[0.9915099,0.004162841,0.001072105,0.0005055805,0.002305481,0.0004442295],"domain_scores_gemma":[0.963387,0.0117996,0.002459215,0.003033548,0.01792643,0.00139433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005272933,0.001256928,0.2309026,0.0008805398,0.0001186497,0.000664693,0.02365576,0.00324783,0.01031727,0.008785934,0.008052337,0.7115902],"study_design_scores_gemma":[0.000175406,0.003620034,0.7538381,0.002263593,0.0003159014,0.001958268,0.04783417,0.02399498,0.01929624,0.01117221,0.1351459,0.0003852905],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7999047,0.0005254747,0.04463134,0.002458685,0.0002373504,0.001905064,0.00218966,0.001455809,0.1466919],"genre_scores_gemma":[0.9225496,0.000463533,0.06136391,0.0003206068,0.00003230181,0.001050987,0.0009821226,0.0001421486,0.01309474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02151477,"threshold_uncertainty_score":0.1137823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04616904800692877,"score_gpt":0.4874330540961266,"score_spread":0.4412640060891978,"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."}}