{"id":"W21875373","doi":"10.3109/09637486.2011.608652","title":"Doing Things Differently: The Outcomes of Teachers Researching Their Own Practice in Teaching Writing","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Mathematics education; Psychology; Student achievement; Pedagogy; Test (biology); Academic achievement","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01024395,0.000120284,0.0002090328,0.0006726558,0.00093386,0.0002537109,0.0005440158,0.0001228513,0.00004854523],"category_scores_gemma":[0.02368766,0.0001082183,0.00008607995,0.0004061056,0.0002007763,0.0008095413,0.00000886406,0.001299262,0.000001441557],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161166,"about_ca_system_score_gemma":0.01195817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2822637,"about_ca_topic_score_gemma":0.7958649,"domain_scores_codex":[0.9976673,0.0008108909,0.0006013886,0.0001644613,0.0001583287,0.0005977031],"domain_scores_gemma":[0.9958409,0.00177947,0.0007331976,0.0002637518,0.0007195587,0.0006631141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003577143,0.00008191715,0.06551054,0.0000261427,0.00002546322,0.000002477233,0.818925,0.00001840024,0.0007279473,0.03383527,0.001115883,0.07972737],"study_design_scores_gemma":[0.0001525938,0.00002792939,0.1199747,0.0003847595,0.0000385687,0.00008596171,0.779453,0.00002414167,0.00005906324,0.003541819,0.0960884,0.0001690903],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9432757,0.000175468,0.00004672749,0.04136574,0.002584949,0.000177642,0.000003455682,0.000006965085,0.01236327],"genre_scores_gemma":[0.9952943,0.0000250847,0.002421613,0.0005759853,0.001027027,0.00001379609,0.000006897769,0.00001964714,0.0006155965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5136012,"threshold_uncertainty_score":0.9936431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03933719879061138,"score_gpt":0.3528374141138557,"score_spread":0.3135002153232443,"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."}}