{"id":"W4401256215","doi":"10.31468/dwr.1069","title":"Welcoming Writers, Welcoming Instructors","year":2024,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Race, History, and American Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pedagogy; Mathematics education; Sociology; Psychology; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.006097652,0.0004477877,0.0002922358,0.001189832,0.01410489,0.01009447,0.001396206,0.002803916,0.0299846],"category_scores_gemma":[0.03301082,0.000321321,0.0003199186,0.0008314343,0.003672921,0.005332951,0.006291407,0.004855592,0.01096664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003445118,"about_ca_system_score_gemma":0.0109823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007893007,"about_ca_topic_score_gemma":0.02745467,"domain_scores_codex":[0.9934389,0.002529156,0.0002156072,0.0004894598,0.002363698,0.0009631884],"domain_scores_gemma":[0.9691697,0.005077611,0.001854095,0.001903299,0.005592026,0.01640319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001169729,0.0005231802,0.006787258,0.0002031297,0.000007861478,0.001339246,0.2045281,0.0001257971,0.005253003,0.04104989,0.3804961,0.3595695],"study_design_scores_gemma":[0.00001564761,0.00006066884,0.001685427,0.00008049543,0.000005178146,0.0003183892,0.04682701,0.00008402015,0.001256161,0.003939465,0.9456936,0.00003404688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1457307,0.00180345,0.032657,0.07738659,0.02405674,0.0009591629,0.0004101055,0.003729286,0.7132669],"genre_scores_gemma":[0.399515,0.001357725,0.02284436,0.00837677,0.003013368,0.0004872844,0.0002230944,0.001252733,0.5629296],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0299846,"threshold_uncertainty_score":0.1003085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07577223180948396,"score_gpt":0.4123543717413282,"score_spread":0.3365821399318442,"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."}}