{"id":"W2041331589","doi":"10.5539/ass.v8n7p40","title":"Writing Descriptive Essays Using ‘the Tree Diagram’ as a Tool","year":2012,"lang":"en","type":"article","venue":"Asian Social Science","topic":"English Language Learning and Teaching","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Significant difference; Argumentative; Psychology; Grammar; Diagram; Mathematics education; Mathematics; Statistics; Linguistics; Biology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002290491,0.0001183324,0.0001102708,0.00007624766,0.002118191,0.0006336618,0.001303711,0.00004915101,0.000009447413],"category_scores_gemma":[0.0006251641,0.00009228849,0.00006631893,0.001167264,0.0004281364,0.001892013,0.0003877542,0.0003545549,0.00002676359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652768,"about_ca_system_score_gemma":0.0001462366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001827851,"about_ca_topic_score_gemma":0.000006683731,"domain_scores_codex":[0.9980275,0.0001755245,0.0001533868,0.0003064616,0.0005860418,0.0007510909],"domain_scores_gemma":[0.9993396,0.0000737989,0.00010486,0.000281931,0.00007591542,0.0001239137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[7.403885e-7,0.00002845035,0.003127664,0.000002247623,0.00000415852,0.000007866454,0.09201999,0.000002344,0.001563231,0.2775141,0.00005549964,0.6256737],"study_design_scores_gemma":[0.003261827,0.0005706883,0.3986733,0.0005513645,0.0002232764,0.001040131,0.3803649,0.09585061,0.01600407,0.0695238,0.027163,0.006773061],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2480077,0.0001753706,0.2816563,0.001157963,0.0009582386,0.0001723547,5.946168e-7,0.0003293567,0.4675421],"genre_scores_gemma":[0.9881792,5.77058e-7,0.01072961,0.000323031,0.0006319087,0.000005402781,1.955379e-7,0.000007442267,0.0001226169],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7401715,"threshold_uncertainty_score":0.9991809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224946961451826,"score_gpt":0.2850376704575021,"score_spread":0.2625429743123194,"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."}}