{"id":"W2989908851","doi":"10.1075/wll.00020.abb","title":"Analyzing writing performance of L1, L2, and Generation 1.5 community college students through Coh-Metrix","year":2019,"lang":"en","type":"article","venue":"Written Language & Literacy","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cohesion (chemistry); Psychology; Mathematics education; Community college; First language; Population; Basic writing; Linguistics; Higher education; Sociology; Medical education; Political science; Demography; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001830383,0.0001141626,0.0002202029,0.0001158492,0.0006861875,0.0002010717,0.0002696028,0.00008544287,0.00009934427],"category_scores_gemma":[0.0002928449,0.0001204598,0.00004539271,0.000430291,0.0001051883,0.0007030155,0.00008307523,0.0002819496,0.00001796642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006617007,"about_ca_system_score_gemma":0.00006530077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003388579,"about_ca_topic_score_gemma":0.0002186225,"domain_scores_codex":[0.9983704,0.0004718507,0.0003383835,0.0001847624,0.0003690214,0.0002655938],"domain_scores_gemma":[0.9989367,0.0003453334,0.0001902414,0.0002585479,0.0002070875,0.00006211801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001718357,0.0001958394,0.8008432,0.0001999889,0.00003128727,0.000002413177,0.1792345,0.000005814912,0.005763286,0.00207345,0.0002629806,0.01137003],"study_design_scores_gemma":[0.002874378,0.0004876238,0.5986462,0.001797372,0.0001522222,0.00001910921,0.3785554,0.001727061,0.006680238,0.0002355046,0.007766281,0.00105871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911457,0.0008338139,0.0000168903,0.0001998507,0.0001734692,0.0002469922,0.00001971755,0.00006097634,0.007302547],"genre_scores_gemma":[0.9961633,0.0001216671,0.001394661,0.000169956,0.0004247251,0.000009402221,0.00005439803,0.00001429623,0.001647587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2021971,"threshold_uncertainty_score":0.5277669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127654756552334,"score_gpt":0.3595535342371799,"score_spread":0.3382769866716566,"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."}}