{"id":"W2755629018","doi":"10.5539/elt.v10n10p124","title":"Exploring Students’ Learning Needs: Expectation and Challenges","year":2017,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Psychology; Focus group; Mathematics education; Test (biology); English for academic purposes; Needs analysis; Pedagogy; Scale (ratio); Focus (optics); Sociology","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":[0.02447018,0.0003087196,0.0006586723,0.001398093,0.002832979,0.006424598,0.001902852,0.00174983,0.003353058],"category_scores_gemma":[0.05970557,0.0004201286,0.0005948117,0.001128341,0.001727486,0.004472098,0.005862167,0.002827161,0.0008762514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002807938,"about_ca_system_score_gemma":0.006963875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002682164,"about_ca_topic_score_gemma":0.003164178,"domain_scores_codex":[0.9834267,0.008175561,0.001068247,0.0007700276,0.00423331,0.002326159],"domain_scores_gemma":[0.9546441,0.02252008,0.002979529,0.001114405,0.01022474,0.008517092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002772106,0.002190954,0.2890134,0.0009559445,0.00005342091,0.001351098,0.4766223,0.000555274,0.002062469,0.005620233,0.005831694,0.2154661],"study_design_scores_gemma":[0.00001868142,0.0006592496,0.06624034,0.0004241214,0.00002002447,0.0004440475,0.9174681,0.001961201,0.000749148,0.004334967,0.0075866,0.00009340175],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835454,0.0001929712,0.001873098,0.007639249,0.00005406062,0.0001975404,0.00008006513,0.00003917238,0.006378377],"genre_scores_gemma":[0.9970825,0.000149955,0.001332891,0.0004691608,0.00001184452,0.0001883097,0.00003856756,0.000008402792,0.0007182601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02447018,"threshold_uncertainty_score":0.1294122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1186916361723531,"score_gpt":0.2804810569164942,"score_spread":0.1617894207441411,"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."}}