{"id":"W4402441614","doi":"10.1002/berj.4065","title":"From challenge to innovation: A grassroots study of teachers’ classroom assessment innovations","year":2024,"lang":"en","type":"article","venue":"British Educational Research Journal","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; Queen's University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Grassroots; Sociology; Pedagogy; Mathematics education; Educational research; Psychology; Political science; Public relations","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00474943,0.0001008041,0.0001759324,0.0009917119,0.001135134,0.001350136,0.0006114021,0.00008205396,0.003744382],"category_scores_gemma":[0.001470361,0.0001211929,0.00005328333,0.004280618,0.00017167,0.0005784624,0.0001342101,0.0009571407,0.00008076233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007609226,"about_ca_system_score_gemma":0.00389708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005735406,"about_ca_topic_score_gemma":0.004556179,"domain_scores_codex":[0.9951455,0.0006188098,0.000607991,0.0003385761,0.002816871,0.0004722569],"domain_scores_gemma":[0.9963294,0.001104144,0.00009404157,0.0001604737,0.002099711,0.00021225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001979137,0.004760667,0.1502674,0.00002025589,0.0004443257,0.00007049441,0.1049615,0.000009741741,0.0004774358,0.2112701,0.4441444,0.08355398],"study_design_scores_gemma":[0.0004742985,0.0003610779,0.7101516,0.0003051628,0.00001835423,0.00001224189,0.12114,0.00001087144,0.00000285631,0.04145266,0.1258833,0.0001875722],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9133947,0.0004347332,0.0001647775,0.0459424,0.001410348,0.0006728558,0.00002502455,0.00002431862,0.03793081],"genre_scores_gemma":[0.988183,0.0002103784,0.001234497,0.0000566977,0.003432943,0.0001535222,0.00003016849,0.00001931578,0.006679515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5598843,"threshold_uncertainty_score":0.9996865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1760807602947386,"score_gpt":0.5171086715530592,"score_spread":0.3410279112583205,"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."}}