{"id":"W4389890041","doi":"10.20343/teachlearninqu.11.34","title":"A Case Study on the Value of Humanities-Based Analysis, Modes of Presentation, and Study Designs for SoTL: Close Reading Students’ Pre-Surveys on Gender-Inclusive Language","year":2023,"lang":"en","type":"article","venue":"Teaching & Learning Inquiry The ISSOTL Journal","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"MacEwan University","keywords":"Reading (process); Value (mathematics); Presentation (obstetrics); Narrative; Humanities; Sociology; Mathematics education; Pedagogy; Misrepresentation; Psychology; Computer science; Linguistics; Art; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08520157,0.0009106125,0.0008400556,0.002576457,0.0168817,0.01152813,0.003382039,0.006341745,0.005015778],"category_scores_gemma":[0.1287904,0.0007874753,0.001087079,0.00239383,0.01755362,0.01378968,0.0141207,0.008240021,0.001367286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007360636,"about_ca_system_score_gemma":0.006810963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001994993,"about_ca_topic_score_gemma":0.003686744,"domain_scores_codex":[0.8592179,0.1242674,0.00264543,0.003200507,0.007526016,0.003142688],"domain_scores_gemma":[0.8318977,0.1329214,0.005823265,0.01137263,0.01262582,0.005359205],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001334813,0.0004967577,0.005007715,0.0004216686,0.00001594086,0.005667622,0.9023742,0.0002834777,0.002448911,0.03300016,0.006509289,0.04364071],"study_design_scores_gemma":[0.00005694238,0.0005178499,0.001873914,0.001030989,0.00002613983,0.004468155,0.8275531,0.001185717,0.003906836,0.01366367,0.1456253,0.00009140715],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7642224,0.001625455,0.08405105,0.06381656,0.001289245,0.003151039,0.0001602663,0.0003555375,0.08132835],"genre_scores_gemma":[0.925889,0.0008966234,0.0515294,0.005831558,0.0002439848,0.002297515,0.00005329156,0.0002119791,0.01304661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9147984,"threshold_uncertainty_score":0.4505944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1678469481753633,"score_gpt":0.4614483037568219,"score_spread":0.2936013555814586,"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."}}