{"id":"W4206580198","doi":"10.4236/ce.2021.1212220","title":"Supervisors’ Feedback and Teacher Professional Development in a Context of Students’ Linguistic Diversity in OECD Countries","year":2021,"lang":"en","type":"article","venue":"Creative Education","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Diversity (politics); Context (archaeology); Professional development; Supervisor; Perception; Pedagogy; Psychology; Mathematics education; Faculty development; Sociology; Political science; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002003379,0.00006263095,0.0001146679,0.00008010263,0.0001519997,0.00003608008,0.00004858385,0.00002282141,0.001802139],"category_scores_gemma":[0.0001596963,0.00005825125,0.00001043444,0.00002026506,0.00007129279,0.00006667017,0.00007474874,0.000131791,0.000009261868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006929595,"about_ca_system_score_gemma":0.000220775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001968053,"about_ca_topic_score_gemma":0.005766444,"domain_scores_codex":[0.9994468,0.0001118308,0.000138214,0.0001224377,0.0001038133,0.00007692408],"domain_scores_gemma":[0.9997067,0.00008069573,0.00004900127,0.00004799484,0.00009615862,0.00001937905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001251232,0.0002564925,0.4412177,0.00003571704,0.000009587118,0.000001549195,0.547491,2.568585e-7,0.000005744253,0.005073108,0.00009104612,0.005805311],"study_design_scores_gemma":[0.0003469304,0.00001303451,0.5271236,0.0001977826,0.000006677638,5.960799e-7,0.4579833,0.000004263815,0.0001348509,0.0001144468,0.01399714,0.00007733676],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893516,0.0008122632,0.00000105257,0.00008349761,0.0003023559,0.00008398389,0.00000246043,0.000005971811,0.00935678],"genre_scores_gemma":[0.9832883,0.000008151299,0.0000434306,0.0001290658,0.00008243147,0.00001111043,0.00003720822,0.000004107704,0.01639612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08950765,"threshold_uncertainty_score":0.9991103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03475666833435071,"score_gpt":0.29711518033905,"score_spread":0.2623585120046993,"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."}}