{"id":"W4318389354","doi":"10.29173/writingacrossuofa44","title":"Letter to the instructor","year":2023,"lang":"en","type":"letter","venue":"Writing across the University of Alberta","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Bit (key); Mathematics education; Term (time); Psychology; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002589427,0.0002136337,0.0003167352,0.00006315076,0.001683853,0.000181156,0.001258943,0.0001143855,0.001360065],"category_scores_gemma":[0.0001034067,0.0001382082,0.0002904916,0.00009205995,0.00106706,0.00008222982,0.0006438191,0.0007731182,0.0009344699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003611167,"about_ca_system_score_gemma":0.00001824222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01568002,"about_ca_topic_score_gemma":0.05247314,"domain_scores_codex":[0.9987208,0.0001015602,0.0001719533,0.0002801709,0.0003354382,0.0003900987],"domain_scores_gemma":[0.9983526,0.0006769128,0.0001836402,0.0006382442,0.000129112,0.00001945797],"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":[0.000003492755,0.000003331248,0.000008619107,0.0000330506,0.0002890295,0.00003870216,0.1539624,0.00000912104,4.866874e-7,0.0009610805,0.8443108,0.0003799154],"study_design_scores_gemma":[0.00007353463,0.00001241254,0.0000253857,0.0001058483,0.0001496604,0.000001103857,0.06924116,0.000006741799,0.000001961214,0.00004368982,0.9301708,0.0001676918],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007366158,0.00008675302,0.000003194157,0.9232712,0.0006879501,0.0001829403,0.0002111758,0.00005146244,0.06813917],"genre_scores_gemma":[0.01871178,0.00002051353,0.00002056867,0.5596116,0.01174363,0.000001224909,0.00008827646,0.00005675409,0.4097457],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3636597,"threshold_uncertainty_score":0.9998434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02132317758177666,"score_gpt":0.2350124692347383,"score_spread":0.2136892916529617,"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."}}