{"id":"W2105108428","doi":"10.5206/eei.v18i2.7622","title":"Differences in Teachers’ Knowledge of Language","year":2008,"lang":"en","type":"article","venue":"Exceptionality Education International","topic":"Reading and Literacy Development","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Psychology; Mathematics education; Teacher education; Syntax; Literacy; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000206874,0.00007622314,0.0001055148,0.0002138226,0.0000309088,0.000007024159,0.0001893195,0.00004916924,0.006593773],"category_scores_gemma":[0.00006435344,0.00007561741,0.000044806,0.0001334381,0.00007860855,0.00008758105,0.00002057231,0.0001002265,0.0003030265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127851,"about_ca_system_score_gemma":0.0002063318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000452828,"about_ca_topic_score_gemma":0.00002283447,"domain_scores_codex":[0.9991506,0.00009028423,0.0003200499,0.0001836974,0.0001595653,0.00009576663],"domain_scores_gemma":[0.9995244,0.00009228376,0.0001032372,0.0001276338,0.0001163555,0.00003613868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001464509,0.0009328524,0.8788014,0.00000412955,0.0000319935,8.330105e-7,0.08547643,6.141328e-7,0.0001439702,0.01367248,0.01302077,0.007899883],"study_design_scores_gemma":[0.0002275593,0.000008477976,0.9852301,0.00002668907,0.000001453346,0.00001950604,0.003420692,0.000005589216,0.0000382172,0.0004531858,0.01049293,0.00007562371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374948,0.0001912647,0.0001296641,0.0005925635,0.001973502,0.00007049468,0.00001325058,0.00001785577,0.05951663],"genre_scores_gemma":[0.9600018,0.000009007234,0.0005300943,0.00008852706,0.0004656131,0.00007399147,0.0001251431,0.000005355389,0.03870048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1064287,"threshold_uncertainty_score":0.9943143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04325703664838732,"score_gpt":0.3791943434956392,"score_spread":0.3359373068472519,"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."}}