{"id":"W4409881103","doi":"10.5070/t3.42208","title":"Prioritizing Accessibility in the Classroom: Challenges and Opportunities in Teaching Anthropology Introductory Courses","year":2025,"lang":"en","type":"article","venue":"Teaching and Learning Anthropology","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Mathematics education; Sociology; Computer science; Engineering ethics; Psychology; Engineering","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005790731,0.0002996434,0.0005253726,0.000555727,0.002178378,0.0002198007,0.0002642163,0.0001682866,0.0001603732],"category_scores_gemma":[0.001516164,0.0002361312,0.00004827243,0.00002702949,0.002087915,0.0002840035,0.0001581517,0.004441117,0.000002213913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005982056,"about_ca_system_score_gemma":0.0000604687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00887957,"about_ca_topic_score_gemma":0.006092647,"domain_scores_codex":[0.9931179,0.00511367,0.0004652844,0.0006207386,0.0001271655,0.0005552304],"domain_scores_gemma":[0.9974015,0.002094992,0.0001535591,0.0002795341,0.00002427957,0.00004613938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002923631,0.0001292066,0.009331817,0.0001187091,0.00002718355,0.00005880739,0.2979822,0.000005995085,0.00002501086,0.230978,0.0001108149,0.4612029],"study_design_scores_gemma":[0.0008249772,0.0003358651,0.02406773,0.0002796618,0.00003807751,0.0000642843,0.7937252,0.0005119162,0.000001626162,0.001922129,0.177894,0.0003345816],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9132789,0.03001511,0.00004287265,0.01542373,0.0005467605,0.0001515799,0.000001576749,0.0001533202,0.04038614],"genre_scores_gemma":[0.9944455,0.002222319,0.0001090052,0.0009832763,0.0003895202,0.00001834623,0.0000102643,0.00002342427,0.001798349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4957429,"threshold_uncertainty_score":0.9991207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05541865268108574,"score_gpt":0.3308306488210453,"score_spread":0.2754119961399596,"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."}}