{"id":"W6940849362","doi":"10.11575/ajer.v57i4.55527","title":"An Analysis of Large-Scale Writing Assessments in Canada (Grades 5-8)","year":2012,"lang":"en","type":"article","venue":"University of Calgary","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Writing assessment; Composition (language); Professional writing; Portfolio; Writing process; Process (computing); Authentic assessment; Academic writing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00008129685,0.00003402818,0.0001142924,0.00002562942,0.00004169209,0.000001707492,0.00009705884,0.00002265813,0.002131366],"category_scores_gemma":[0.000004731859,0.00001871135,0.00004412024,0.000293626,0.000003229475,0.0001245467,0.00001841572,0.00004497068,0.000001811482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004201488,"about_ca_system_score_gemma":0.00001873397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.883563,"about_ca_topic_score_gemma":0.9340306,"domain_scores_codex":[0.9996225,0.00004212353,0.00007118153,0.0000600756,0.00009022139,0.0001138605],"domain_scores_gemma":[0.9996296,0.0002175514,0.00004920666,0.00002571524,0.00002151572,0.00005640144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001272499,0.00006596111,0.9892517,0.000002160186,0.00002934327,0.000002070566,0.00008995116,0.00002094929,0.008378314,0.0001727353,0.000132737,0.001841365],"study_design_scores_gemma":[0.00002405769,0.00002243715,0.9883533,0.000009645786,0.00007062506,5.072786e-7,0.00443157,0.003891071,0.0002723465,0.000004258285,0.002872053,0.00004812483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964945,0.00004210248,0.00003307881,0.00002183157,0.00003331341,0.0000250659,0.0003616945,0.000003312934,0.002985043],"genre_scores_gemma":[0.9993097,0.00003699396,0.0001740707,0.00002097785,0.00001011387,2.660158e-8,0.000398651,1.252547e-7,0.00004938109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05046758,"threshold_uncertainty_score":0.9987808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009270085792051005,"score_gpt":0.2108400627104345,"score_spread":0.2015699769183835,"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."}}