{"id":"W3021829813","doi":"10.17635/lancaster/thesis/964","title":"Emotional Safety and Identity Expression Within Online Learning Environments in Higher Education: Insights from A Canadian College","year":2020,"lang":"en","type":"dissertation","venue":"Lancaster EPrints (Lancaster University)","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Feeling; Psychology; Higher education; Quality (philosophy); Transformational leadership; Expression (computer science); Pedagogy; Social psychology; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004515137,0.0005218372,0.0006492742,0.002310789,0.0329596,0.01000991,0.002207882,0.001576071,0.003250626],"category_scores_gemma":[0.006918781,0.0003922581,0.0004039374,0.002778455,0.0108127,0.002979622,0.006675271,0.004768963,0.0003891829],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04832923,"about_ca_system_score_gemma":0.06478496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8842384,"about_ca_topic_score_gemma":0.9620425,"domain_scores_codex":[0.996085,0.0009933657,0.0000773174,0.0003348881,0.001143602,0.001365754],"domain_scores_gemma":[0.9928802,0.002094902,0.0004352728,0.0001391546,0.001596262,0.002854314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002244922,0.0001285224,0.01256947,0.00005800996,0.000003511668,0.0006162862,0.9747044,0.00002580085,0.0003868981,0.001527084,0.00159832,0.008359359],"study_design_scores_gemma":[0.000002383457,0.00001623937,0.009111731,0.0000639967,0.000003481569,0.00006261213,0.982317,0.00004619591,0.00007258805,0.0001280705,0.008160509,0.00001520939],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844616,0.0003301745,0.0002509522,0.002903569,0.00004824669,0.00006658411,0.00005660267,0.000006435211,0.01187585],"genre_scores_gemma":[0.993075,0.000653222,0.0003051922,0.0009926086,0.0000137166,0.00002296826,0.00003670857,0.00001734754,0.004883166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9516708,"threshold_uncertainty_score":0.3506547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03129825882124664,"score_gpt":0.2772003736089115,"score_spread":0.2459021147876648,"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."}}