{"id":"W352793945","doi":"10.1017/cbo9780511667237","title":"Professional development for language teachers strategies for teacher learning","year":2005,"lang":"en","type":"book","venue":"","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":553,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Coaching; Mathematics education; Professional development; Action research; Reflection (computer programming); Context (archaeology); Pedagogy; Computer science; Psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000727658,0.0003954966,0.0003930205,0.0001472959,0.001076796,0.0003598529,0.0002237252,0.0002599641,0.004508221],"category_scores_gemma":[0.00007255861,0.0003179032,0.0002229682,0.000005840591,0.00009946057,0.0001832456,0.00004644481,0.0009898068,0.0000868735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066912,"about_ca_system_score_gemma":0.0009126934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002587169,"about_ca_topic_score_gemma":0.0005887813,"domain_scores_codex":[0.9984604,0.00006312674,0.000391706,0.0004108608,0.0002375707,0.0004363941],"domain_scores_gemma":[0.9991671,0.0002765038,0.0002429785,0.0001426886,0.00009963601,0.00007104714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003702091,0.00007540428,0.000006178207,0.0002951847,0.0001986986,0.000001145697,0.2992661,0.00009706905,0.000006853141,0.2050188,0.4192781,0.07571954],"study_design_scores_gemma":[0.0004343213,0.00008846751,0.000002979132,0.0002501366,0.00005247408,7.735512e-7,0.04913445,0.000141656,0.000004001151,0.0008581629,0.9485536,0.0004789988],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006700066,0.0006199182,0.001472531,0.0002109842,0.0008392619,0.0008711907,0.00002023117,0.0004614386,0.9948344],"genre_scores_gemma":[0.00252066,0.000002578142,0.003662986,0.0002157151,0.004132674,0.0003359532,0.0008958211,0.0001393407,0.9880943],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5292755,"threshold_uncertainty_score":0.9999273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04017473009653574,"score_gpt":0.2950249252230817,"score_spread":0.2548501951265459,"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."}}