{"id":"W3016349227","doi":"10.17632/hfkt24zxcw.1","title":"2012-2018 Direct Writing Assessment Scores for an international school (K-12) in Bangkok, Thailand","year":2020,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Political science; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.001095322,0.0001657354,0.0002214469,0.0000634261,0.0004555763,0.0004563292,0.001351642,0.00005420565,0.00005787185],"category_scores_gemma":[0.00003951905,0.0001562135,0.00003501885,0.0001661288,0.00009020525,0.001345495,0.0005234585,0.0001829341,0.00000514999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003824335,"about_ca_system_score_gemma":0.0000787552,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00197342,"about_ca_topic_score_gemma":0.02350392,"domain_scores_codex":[0.9981704,0.0002170715,0.0002831882,0.0005507127,0.0003658792,0.0004126944],"domain_scores_gemma":[0.9989207,0.0003902557,0.0001174211,0.0002963762,0.00002573526,0.0002495437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008758159,0.00006788191,0.975629,0.00006414419,0.00005565321,0.000004014245,0.01248184,0.0001072419,0.0001695816,0.0004336761,0.00220912,0.008690256],"study_design_scores_gemma":[0.001102125,0.0001257817,0.7659079,0.0002895399,0.00004780691,6.859754e-7,0.01502163,0.1489685,0.000003019724,0.0003059,0.06783137,0.0003957217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9255182,0.0003493911,0.001393019,0.002485329,0.0007763255,0.0008436667,0.0005313351,0.0001927846,0.06790993],"genre_scores_gemma":[0.9918317,0.0006633168,0.003558248,0.0006407215,0.001862941,0.00003407357,0.001219873,0.00002111856,0.0001680418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2097211,"threshold_uncertainty_score":0.9943146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06343688411253688,"score_gpt":0.3663497340823161,"score_spread":0.3029128499697792,"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."}}