{"id":"W2268099791","doi":"10.5539/elt.v9n3p1","title":"A Model of Research Paper Writing Instructional Materials for Academic Writing Course: Needs &amp; Documents Analysis and Model Design","year":2016,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Needs analysis; Syllabus; Mathematics education; Academic writing; Curriculum; Plan (archaeology); Psychology; Computer science; Pedagogy","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":[0.003390976,0.001027601,0.0004005794,0.002328611,0.001157827,0.003465819,0.002466928,0.001533702,0.005513404],"category_scores_gemma":[0.006156224,0.0008420295,0.001184167,0.001115446,0.0009111848,0.004526785,0.00104407,0.00105956,0.001109174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005231573,"about_ca_system_score_gemma":0.007256059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008134136,"about_ca_topic_score_gemma":0.007272786,"domain_scores_codex":[0.9964179,0.001862738,0.0002391951,0.0005169635,0.0007768346,0.0001863383],"domain_scores_gemma":[0.9945544,0.00337642,0.0004142706,0.0003098956,0.001099715,0.0002452299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001561459,0.004599692,0.03887371,0.004161224,0.0002748673,0.001543789,0.03455352,0.2784302,0.02351134,0.2517723,0.01030876,0.3504092],"study_design_scores_gemma":[0.0005427987,0.001770738,0.01131876,0.0008555684,0.0003384741,0.0006690539,0.007664825,0.8572564,0.01327227,0.03913042,0.06695219,0.0002285369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2494459,0.0003584138,0.6759282,0.00230006,0.00009177731,0.007552139,0.001473619,0.001585341,0.06126453],"genre_scores_gemma":[0.4951482,0.000329933,0.4835439,0.000107852,0.00001558176,0.00751184,0.001079882,0.00008386427,0.01217899],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008134136,"threshold_uncertainty_score":0.03795791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08285072438475097,"score_gpt":0.4118737176579306,"score_spread":0.3290229932731796,"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."}}