{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009570945,0.00006077966,0.00008706252,0.00006530816,0.002241661,0.0001196222,0.0004807019,0.00005493368,0.0001487461],"category_scores_gemma":[0.0006977138,0.000051699,0.00003047313,0.00004275503,0.0008288528,0.000211185,0.0000816942,0.00006800152,0.00002545438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000262523,"about_ca_system_score_gemma":0.0003959155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000670408,"about_ca_topic_score_gemma":0.0004646481,"domain_scores_codex":[0.9991726,0.00004211338,0.0001468258,0.0002666776,0.000103943,0.000267804],"domain_scores_gemma":[0.9994316,0.0001595366,0.000112732,0.0001973366,0.00002275546,0.00007608649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001081204,0.0001057101,0.7198703,6.758578e-7,0.00000164804,7.779408e-9,0.0008408956,0.000008382892,0.002177384,0.2676923,0.00002850163,0.009273157],"study_design_scores_gemma":[0.0001009494,0.00002795751,0.8835526,0.000004417929,0.000002575165,7.786605e-8,0.005559527,0.00000923104,0.00008108847,0.01254017,0.09803291,0.00008850765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240512,0.00007871413,0.003248122,0.02631019,0.0005151809,0.0005927184,0.000003464031,0.00002474995,0.04517567],"genre_scores_gemma":[0.9929042,0.0003048629,0.002750664,0.0001902589,0.0001303025,0.0001608753,0.000007175177,0.000003177931,0.003548487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2551521,"threshold_uncertainty_score":0.9990573,"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."}}