{"id":"W4387393642","doi":"10.5430/ijhe.v12n6p52","title":"Implementation of Remedial Feedback and Observable Progression System in GFP English Writing","year":2023,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Remedial education; Observable; Mathematics education; Computer science; Focus (optics); Narrative; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003950918,0.0003192072,0.0003097993,0.0005805574,0.0004823764,0.0006219725,0.0008039155,0.0004320559,0.001698548],"category_scores_gemma":[0.01509238,0.0001417889,0.0001924046,0.0001997512,0.0004651308,0.000494736,0.001066087,0.0004495423,0.0002452825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004130799,"about_ca_system_score_gemma":0.00153277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001353373,"about_ca_topic_score_gemma":0.002176134,"domain_scores_codex":[0.996761,0.001558605,0.0002591587,0.0004158271,0.0008339435,0.000171573],"domain_scores_gemma":[0.9937347,0.002768154,0.00109274,0.0009213256,0.0008931013,0.0005900602],"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":[0.002593981,0.01279868,0.04109747,0.0009038634,0.00004342628,0.0006406177,0.01110645,0.00282924,0.0708193,0.0009991074,0.0009856045,0.8551824],"study_design_scores_gemma":[0.00192862,0.1170944,0.6419258,0.0008884899,0.0003097512,0.002099754,0.01658166,0.03434599,0.1610297,0.002461603,0.02101393,0.000320324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870875,0.00005626233,0.009772981,0.000120676,0.00002250207,0.0005712226,0.0000351389,0.0005548224,0.001778993],"genre_scores_gemma":[0.9754636,0.00004479604,0.02305237,0.00002315113,0.000005275916,0.0002422173,0.00003714282,0.00001182821,0.001119552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003950918,"threshold_uncertainty_score":0.02089471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03312305994918814,"score_gpt":0.4200770081098613,"score_spread":0.3869539481606731,"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."}}