{"id":"W6889263809","doi":"10.25446/oxford.25639722","title":"65995: Canadians","year":2024,"lang":"en","type":"other","venue":"University of Oxford","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TypeScript; Poetry; Punctuation; Line (geometry); Ridiculous","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002217032,0.00005665993,0.00008300691,0.0002588125,0.00001779324,0.000003958217,0.0006336714,0.0001637513,0.0009695059],"category_scores_gemma":[0.000002426785,0.00006947967,0.00003693172,0.0001267101,0.00006904484,0.00002396244,0.00009641889,0.0001084645,0.0002855462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002513441,"about_ca_system_score_gemma":0.000197547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006861759,"about_ca_topic_score_gemma":0.0113433,"domain_scores_codex":[0.9996811,0.000006322527,0.00002675917,0.0001531503,0.00005251954,0.00008018964],"domain_scores_gemma":[0.9996579,0.000007995247,0.00003634092,0.0002538572,0.00001127509,0.00003257748],"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":[2.280479e-7,0.000005188886,0.00003027176,0.00002147028,0.00002385244,0.00002159068,0.0001901304,1.430685e-7,5.894642e-7,0.1617422,0.8359504,0.002013905],"study_design_scores_gemma":[0.00002782621,0.00001029878,0.00004658185,0.00003926807,0.000008569876,0.000003873585,0.000108409,0.00001700136,0.000001638121,0.003033172,0.9966384,0.00006497721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001208918,0.0004740399,0.008054825,0.002782915,0.0004222095,0.00003657645,0.0000269122,0.0001889738,0.9880015],"genre_scores_gemma":[0.0003583374,0.0001334542,0.007917059,0.0000567897,0.00003120041,3.260648e-8,0.000004771476,0.00002127225,0.9914771],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1606879,"threshold_uncertainty_score":0.9999437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271414513054321,"score_gpt":0.2230300538594627,"score_spread":0.2103159087289195,"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."}}