{"id":"W4229040106","doi":"10.1007/s10984-022-09410-4","title":"What are the key elements of a positive learning environment? Perspectives from students and faculty","year":2022,"lang":"en","type":"article","venue":"Learning Environments Research","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":154,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Sociology of Education; Psychology; Learning environment; Educational technology; Session (web analytics); Pedagogy; Cooperative learning; Experiential learning; Focus group; Mathematics education; Teaching method; Sociology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008792987,0.0001268447,0.0001699024,0.0001283633,0.00395175,0.0003148636,0.0007181747,0.0000520972,0.002037741],"category_scores_gemma":[0.001353958,0.0001160897,0.00005156446,0.0001899023,0.0007516802,0.0006397571,0.00132069,0.001782376,0.00008401212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005755806,"about_ca_system_score_gemma":0.00004389357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002202624,"about_ca_topic_score_gemma":0.00004455675,"domain_scores_codex":[0.9860192,0.008934991,0.0002462343,0.0004852378,0.003880929,0.0004334381],"domain_scores_gemma":[0.9979129,0.001383014,0.0003517322,0.0002218929,0.00002451902,0.000105957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001296835,0.0005209545,0.6344949,0.000005356753,0.0002591694,0.00001123138,0.3428409,0.005680359,0.001744232,0.0004930563,0.000184913,0.01363528],"study_design_scores_gemma":[0.0004164103,0.0002029165,0.3047465,0.00002281123,0.00002344523,4.351709e-7,0.5287443,0.0001432205,0.00004663855,0.0001952539,0.1653436,0.0001144028],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916,0.001549235,0.00001881041,0.005223606,0.00007237036,0.0005279641,0.00001400226,0.00002078593,0.000973188],"genre_scores_gemma":[0.9813608,0.003192329,0.0001589361,0.00004197627,0.00006417445,0.0001011103,0.00003579599,0.00002359591,0.0150213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3297484,"threshold_uncertainty_score":0.9988745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.187599680144551,"score_gpt":0.4972590229945517,"score_spread":0.3096593428500007,"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."}}