{"id":"W3084045148","doi":"10.3390/su12187359","title":"An Ecological Perspective on University Students’ Sustainable Language Learning during the Transition from High School to University in China","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yorkville University","funders":"","keywords":"Curriculum; Thematic analysis; Mathematics education; Perspective (graphical); China; Promotion (chess); Sustainable development; Pedagogy; Sociology; Psychology; Ecology; Geography; Qualitative research; Political science; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002010652,0.0001852476,0.0002566587,0.0001530264,0.0006026019,0.00004201188,0.0005179667,0.0001450993,0.0006829269],"category_scores_gemma":[0.001711255,0.0001692864,0.00007117894,0.0009289003,0.0001279594,0.0001637572,0.000136198,0.00147425,0.00002980883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003583061,"about_ca_system_score_gemma":0.0001398617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01417435,"about_ca_topic_score_gemma":0.0001045701,"domain_scores_codex":[0.9929677,0.005504098,0.0001387742,0.0007041125,0.0002083103,0.0004770684],"domain_scores_gemma":[0.9988303,0.0002878614,0.00006913055,0.0003496968,0.0002873272,0.0001756553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006371567,0.001387236,0.4988918,0.00005542933,0.0001007837,0.001915334,0.4269311,0.01836357,0.0003047185,0.04461857,0.00007795781,0.0009819639],"study_design_scores_gemma":[0.0007631253,0.0004301947,0.6204531,0.00000318667,0.00001001491,4.688738e-7,0.3771251,0.00004611727,0.00001421994,0.0005029514,0.0005304613,0.0001211326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875134,0.000006238802,0.002914239,0.006859328,0.00005164957,0.0006356695,0.000009334035,0.0001957705,0.001814336],"genre_scores_gemma":[0.997463,4.504631e-7,0.0001669467,0.000244955,0.0001113381,0.000002483984,0.00001063902,0.00001431266,0.001985851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1215613,"threshold_uncertainty_score":0.9923903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008590210336887023,"score_gpt":0.321729464393437,"score_spread":0.31313925405655,"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."}}