{"id":"W2398521984","doi":"10.18806/tesl.v33i1.1224","title":"“Teachers are not empty vessels”: A Reception Study of Freeman and Johnson’s (1998) Reconceptualization of the Knowledge Base of Second Language Teacher Education","year":2016,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Wollongong","keywords":"Citation; Sociology; TRACE (psycholinguistics); Set (abstract data type); Applied linguistics; Humanities; Linguistics; Philosophy; Library science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003986924,0.0001100018,0.0002544169,0.0001004442,0.0001615452,0.00002066109,0.0001578643,0.00002291725,0.00919927],"category_scores_gemma":[0.0001821972,0.00006362007,0.00005333698,0.0000625588,0.0002067474,0.0001577776,0.00004011036,0.0001049303,5.143245e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254849,"about_ca_system_score_gemma":0.0003928119,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03031742,"about_ca_topic_score_gemma":0.7585663,"domain_scores_codex":[0.9988728,0.0002089123,0.0004142313,0.0001170496,0.0002706524,0.0001164053],"domain_scores_gemma":[0.9987618,0.00007086596,0.000657744,0.000206015,0.0002585549,0.00004500248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006893415,0.001537086,0.01994764,0.0001942839,0.0008001245,0.000004422335,0.7966559,0.000009883659,0.005487544,0.001435197,0.1272652,0.04659378],"study_design_scores_gemma":[0.001414189,0.0002819849,0.07538094,0.0006548566,0.0005067035,0.00001075805,0.8955818,0.00001520808,0.002184425,0.0001517852,0.02353301,0.0002843119],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908654,0.005062191,0.000004384247,0.0002078574,0.0003473155,0.0001332949,0.00004585919,0.000003882965,0.003329782],"genre_scores_gemma":[0.9947219,0.00003061819,0.000009829082,0.0001968074,0.0002641599,0.000005406176,0.000001766653,0.00001177242,0.00475777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7282489,"threshold_uncertainty_score":0.9917064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267274103735115,"score_gpt":0.2620246133395451,"score_spread":0.2393518723021939,"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."}}