{"id":"W2295857905","doi":"10.5539/jel.v5n2p47","title":"Teaching Physics in English: A Continuing Professional Development for Non-Native English-Speaking Teachers in Thailand","year":2016,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Thailand Center of Excellence in Physics","keywords":"Curriculum; Mathematics education; Christian ministry; Class (philosophy); Lesson plan; Professional development; Psychology; Pedagogy; Medical education; Medicine; Computer science","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":[0.002854693,0.00006414046,0.0001299855,0.0001560369,0.0002437772,0.00003489438,0.00007634851,0.00005340577,0.00002973848],"category_scores_gemma":[0.001833268,0.0000479328,0.00002621698,0.00009219637,0.00003434844,0.0004459433,0.00001197549,0.0004143027,3.882163e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002363656,"about_ca_system_score_gemma":0.001140867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001099152,"about_ca_topic_score_gemma":0.0004042873,"domain_scores_codex":[0.9989069,0.0003592559,0.0002997076,0.00009188092,0.0001811395,0.0001610989],"domain_scores_gemma":[0.9982774,0.0009958578,0.0003312358,0.00002025136,0.0003177791,0.00005750894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001260774,0.00008938411,0.2920341,0.000006462158,0.000005101339,1.290124e-7,0.584978,0.000007030329,0.00006744816,0.001061273,0.00008974547,0.1216486],"study_design_scores_gemma":[0.0008904826,0.00003684635,0.1999315,0.0008865686,0.00000560735,4.449055e-7,0.495326,0.00001682385,0.00001904727,0.0004700255,0.3022976,0.0001191177],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908252,0.00007067328,0.000457413,0.001043553,0.001397255,0.0001384087,1.563035e-7,0.0000047779,0.006062518],"genre_scores_gemma":[0.9906965,0.00002097717,0.002380466,0.00005062581,0.001490145,0.00001519355,0.000001435569,0.000005992428,0.005338638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3022078,"threshold_uncertainty_score":0.2194726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04121677423391791,"score_gpt":0.401004457623543,"score_spread":0.3597876833896251,"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."}}