{"id":"W4387696610","doi":"10.5539/jel.v12n6p139","title":"Impact of the Rigorous Curriculum Design for Project-Based Learning Implementation on Middle School Students’ Science Achievement and MAP Progress","year":2023,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Mathematics education; Test (biology); Academic achievement; Science education; Achievement test; Abu dhabi; Psychology; Pedagogy; Standardized test; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.002573952,0.00007015366,0.0001136681,0.000336198,0.001159624,0.0001124423,0.000183987,0.00003046739,0.000008792904],"category_scores_gemma":[0.001165659,0.00004920207,0.00004597915,0.000690827,0.0002985042,0.0001844198,0.00003428662,0.0002443225,9.750077e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002621671,"about_ca_system_score_gemma":0.001680833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001613328,"about_ca_topic_score_gemma":0.00001880186,"domain_scores_codex":[0.998828,0.0002131469,0.0002430845,0.0001212742,0.0004064408,0.000188071],"domain_scores_gemma":[0.9987333,0.000175264,0.0005400954,0.00005494622,0.000436782,0.00005954562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002828061,0.0002010446,0.9197859,0.00003006897,0.00004026561,8.08468e-8,0.02835102,0.0006484926,0.0005960046,0.0002815059,0.002546386,0.04749092],"study_design_scores_gemma":[0.0005005442,0.0008125651,0.8158953,0.0001614347,0.00003634025,0.000001409164,0.1756293,0.0001171119,0.0003515599,0.0001170062,0.006289169,0.00008836612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970952,0.0002171178,0.0002037024,0.00157235,0.0003627567,0.0004874986,3.992242e-7,0.00003217732,0.00002883523],"genre_scores_gemma":[0.997734,0.0000649378,0.001578511,0.00002682522,0.00009742456,0.00004940917,7.850113e-7,0.000005635663,0.000442504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1472782,"threshold_uncertainty_score":0.8919011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05826620268093745,"score_gpt":0.4647357745373381,"score_spread":0.4064695718564006,"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."}}