{"id":"W2288675679","doi":"10.18806/tesl.v32i0.1221","title":"An Updated Visual Representation for Writing Assessment Research","year":2016,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Valuation (finance); Humanities; Representation (politics); Sociology; Psychology; Linguistics; Philosophy; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01454005,0.0013291,0.0009048532,0.007323669,0.002909989,0.01648763,0.004055121,0.00487169,0.02780011],"category_scores_gemma":[0.05149655,0.0008955742,0.001874659,0.004543335,0.008003426,0.02360295,0.007244185,0.006361795,0.005638526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00545695,"about_ca_system_score_gemma":0.004732643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005087775,"about_ca_topic_score_gemma":0.004141904,"domain_scores_codex":[0.989593,0.006179476,0.000855944,0.001160373,0.001753247,0.0004578297],"domain_scores_gemma":[0.9718478,0.01066639,0.001238932,0.007123988,0.007818133,0.001304754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001927274,0.0001021972,0.001326176,0.0009663235,0.00003239738,0.0004355756,0.01775706,0.00127556,0.004064085,0.6387877,0.04442199,0.2906381],"study_design_scores_gemma":[0.00006880838,0.0001617832,0.001449823,0.001800869,0.00008427644,0.001282427,0.008403768,0.007287248,0.003270935,0.2089192,0.7670767,0.0001942432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0108452,0.007211058,0.8036647,0.05202127,0.008734269,0.0006311745,0.001046621,0.004046849,0.1117987],"genre_scores_gemma":[0.163836,0.005826163,0.7889365,0.00590888,0.002579985,0.001223172,0.000929842,0.001959795,0.02879969],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02780011,"threshold_uncertainty_score":0.09300065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0899304618210973,"score_gpt":0.437801071582089,"score_spread":0.3478706097609917,"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."}}