{"id":"W2969653471","doi":"10.3968/11062","title":"Problems, Causes and Countermeasures of Chinese Writing of Senior Students in Primary School","year":2019,"lang":"en","type":"article","venue":"Canadian social science","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Composition (language); Task (project management); Literacy; Pedagogy; Psychology; Linguistics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0005642129,0.00004888706,0.0001102892,0.0002310566,0.00008998109,0.00002956401,0.00073511,0.00004584014,0.000008402622],"category_scores_gemma":[0.00008914455,0.00004786505,0.00001068158,0.0006748882,0.0003714502,0.000299272,0.00009342172,0.00008454889,0.000002945169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346865,"about_ca_system_score_gemma":0.001333171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006242188,"about_ca_topic_score_gemma":0.01093451,"domain_scores_codex":[0.9992023,0.000019321,0.0001424806,0.0001847853,0.0002554129,0.0001956597],"domain_scores_gemma":[0.9995694,0.00003654491,0.00006903842,0.0001260351,0.0001056993,0.00009328462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[4.467887e-7,0.000009920063,0.9874035,0.00001968109,0.000001307289,7.655422e-7,0.001092229,7.394458e-7,0.003146125,0.007530833,0.0000131523,0.0007813205],"study_design_scores_gemma":[0.0000955756,0.00001500414,0.9980103,0.00002422212,5.287508e-7,0.000002398315,0.0002934516,0.00002527672,0.0001388963,0.001255946,0.00008589705,0.00005249965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946288,0.0001051413,0.00001614401,0.0003204992,0.0001025521,0.0001146586,0.000004987608,0.00000718391,0.004700034],"genre_scores_gemma":[0.9994528,0.000006378193,0.0002878566,0.0001856348,0.00001396598,0.000003618336,3.846972e-7,0.000001555193,0.000047799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01060682,"threshold_uncertainty_score":0.9436362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292493788245109,"score_gpt":0.3009627745808742,"score_spread":0.2880378366984231,"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."}}