{"id":"W4313461263","doi":"10.29173/isotl608","title":"Language of Students: How do Students Label and Define their Class Experience?","year":2022,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Class (philosophy); Mathematics education; Qualitative research; Psychology; Perception; Pedagogy; Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.008035039,0.0003872533,0.0004866873,0.001002983,0.002589957,0.01059922,0.001106617,0.001266061,0.001895341],"category_scores_gemma":[0.02702646,0.0002434688,0.0003599907,0.0008631311,0.007367698,0.005349666,0.003831397,0.002502069,0.0007484501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00213126,"about_ca_system_score_gemma":0.001911344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002739119,"about_ca_topic_score_gemma":0.003081321,"domain_scores_codex":[0.9908623,0.005348306,0.0003301749,0.0007606624,0.00197339,0.000725223],"domain_scores_gemma":[0.9883561,0.005486126,0.002565421,0.0005953149,0.001611713,0.001385367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005873098,0.00008633364,0.04298278,0.0001211931,0.00001900634,0.0002422206,0.9225312,0.0000510844,0.002183572,0.003692013,0.00146091,0.02657089],"study_design_scores_gemma":[0.000008521158,0.00009256464,0.02193683,0.0002016556,0.00001811499,0.000403043,0.9547202,0.0002157665,0.00101111,0.002375275,0.01896595,0.00005101789],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717639,0.0008156343,0.004443707,0.003877124,0.0001011337,0.00005196602,0.00005436833,0.00004297708,0.01884922],"genre_scores_gemma":[0.9977815,0.0002246552,0.0004614275,0.0003872764,0.000008406284,0.00002817449,0.00002475343,0.00002429103,0.001059514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01059922,"threshold_uncertainty_score":0.04249382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962087198398523,"score_gpt":0.3028008832270991,"score_spread":0.2731800112431139,"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."}}