{"id":"W4307368169","doi":"10.5539/elt.v15n11p14","title":"Using Mind-Mapping to Develop EFL Students’ Writing Performance","year":2022,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Nonprobability sampling; Mathematics education; Test (biology); 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":[0.003194994,0.000489302,0.0003120554,0.001291189,0.0004702238,0.001638263,0.0004080805,0.0002943125,0.001292856],"category_scores_gemma":[0.01549011,0.0001750622,0.0002382439,0.0005353234,0.0005666909,0.001173573,0.001368959,0.000541432,0.0004606582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003160793,"about_ca_system_score_gemma":0.000584517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000339316,"about_ca_topic_score_gemma":0.0005584562,"domain_scores_codex":[0.9982017,0.0009493713,0.0001278445,0.0001734959,0.00044585,0.000101731],"domain_scores_gemma":[0.9892195,0.006110081,0.001919936,0.0007075085,0.001420872,0.0006221481],"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":[0.0003117905,0.002720724,0.2417835,0.0005940233,0.00005031247,0.0006535431,0.07357103,0.0009219195,0.03918784,0.0004730827,0.001131376,0.6386009],"study_design_scores_gemma":[0.00007977274,0.006348982,0.8225974,0.0005482285,0.0001207251,0.002397157,0.08650155,0.008323263,0.05843068,0.003523521,0.01091522,0.0002134335],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922654,0.00006931205,0.004406355,0.00008991331,0.000009871895,0.00008686915,0.00002207372,0.00009308703,0.002957153],"genre_scores_gemma":[0.982488,0.000113077,0.01549378,0.00003570784,0.000005450257,0.0001195582,0.00004981238,0.00001491353,0.001679792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003194994,"threshold_uncertainty_score":0.0168969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06632948242134644,"score_gpt":0.4020034326400825,"score_spread":0.3356739502187361,"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."}}