{"id":"W4404060536","doi":"10.5539/elt.v17n12p13","title":"Teachers’ Interaction with Prescribed Teaching Materials: Evaluation, Adaptation and Exploitation","year":2024,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Adaptation (eye); Mathematics education; Teaching method; Pedagogy","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":[0.01486633,0.0005257895,0.0007046128,0.001600075,0.001197923,0.002501602,0.0009783389,0.000647776,0.001592646],"category_scores_gemma":[0.06917345,0.0004248285,0.0007051102,0.0009868358,0.002114986,0.001431711,0.002974291,0.0008866878,0.0004855398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001511357,"about_ca_system_score_gemma":0.00154485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00195378,"about_ca_topic_score_gemma":0.003890934,"domain_scores_codex":[0.9808569,0.01171595,0.001623624,0.0007948748,0.004213683,0.0007949707],"domain_scores_gemma":[0.9515036,0.0290709,0.006377032,0.003582623,0.007765352,0.001700385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001985693,0.003774426,0.3292637,0.001148695,0.0001165045,0.001352041,0.4088409,0.0009620592,0.02795432,0.0005402943,0.001106053,0.2229553],"study_design_scores_gemma":[0.0001943854,0.006902922,0.6479964,0.0004654516,0.0002156359,0.001077019,0.2966331,0.003511257,0.02773423,0.0006652354,0.01433561,0.0002688073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974311,0.00004298837,0.0006653494,0.00003721923,0.000006716924,0.0001819136,0.00002633223,0.0000207582,0.001587711],"genre_scores_gemma":[0.9947051,0.0001262556,0.002664477,0.00002610271,0.000007236546,0.0003697496,0.00008322104,0.00002452048,0.001993333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01486633,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09922561199788689,"score_gpt":0.395418308371062,"score_spread":0.2961926963731751,"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."}}