{"id":"W2785745134","doi":"","title":"ENHANCING CLASSROOM LEARNING ENVIRONMENT IN BIOLOGICAL SCIENCE COURSES: IMPLICATIONS FOR BIOLOGY EDUCATION","year":2017,"lang":"en","type":"article","venue":"","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"La Cité Collégiale","funders":"","keywords":"Learning environment; Mathematics education; Psychology; Cronbach's alpha; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001628371,0.0003230223,0.0002745599,0.0006034272,0.001913175,0.002961509,0.0008295224,0.0008225322,0.005244831],"category_scores_gemma":[0.004376569,0.0001187094,0.0003427324,0.001001764,0.0006347963,0.001626063,0.001333349,0.001076556,0.000444553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001723621,"about_ca_system_score_gemma":0.007205223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005770048,"about_ca_topic_score_gemma":0.02282591,"domain_scores_codex":[0.9991691,0.000399994,0.00003713909,0.00007634252,0.0001749005,0.0001425778],"domain_scores_gemma":[0.9954249,0.001657601,0.000357662,0.00007222743,0.0009720732,0.001515482],"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":[0.0001492277,0.002432859,0.1010039,0.002726894,0.00004866335,0.002233716,0.02315477,0.0007746818,0.003668276,0.007554795,0.03166252,0.8245896],"study_design_scores_gemma":[0.00005728288,0.001035038,0.5038909,0.006136906,0.0001658338,0.001320782,0.2723149,0.001714316,0.00335547,0.01282636,0.197055,0.0001271278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6421163,0.07426247,0.009602375,0.1714803,0.002581722,0.0007416756,0.0005123055,0.0002316906,0.09847124],"genre_scores_gemma":[0.9466748,0.02624276,0.01494787,0.003192855,0.0003836243,0.0002771845,0.0001233263,0.00002547216,0.008132135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005770048,"threshold_uncertainty_score":0.0175457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06311221675841865,"score_gpt":0.4307230582789608,"score_spread":0.3676108415205421,"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."}}