{"id":"W4238739043","doi":"10.3138/flor.20.018","title":"University of Regina","year":2003,"lang":"en","type":"article","venue":"Florilegium","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The arts; Liberal arts education; Graduate students; Sociology; Mathematics education; Art; Medical education; History; Visual arts; Pedagogy; Psychology; Political science; Higher education; Medicine; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004338821,0.00004398902,0.00007001832,0.00003163513,0.0001297787,0.000007857811,0.00005035485,0.00001177322,0.001837688],"category_scores_gemma":[0.00000982259,0.00004030435,0.00005643881,0.0000242355,0.0001671702,0.00006524191,0.000008891,0.00003427384,0.00003208424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003929856,"about_ca_system_score_gemma":0.000009086901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007594772,"about_ca_topic_score_gemma":0.0002784029,"domain_scores_codex":[0.999753,0.00001836743,0.00002694811,0.00006698633,0.00005370435,0.00008098551],"domain_scores_gemma":[0.9998084,0.00001348488,0.00002723254,0.00009365651,0.00004096165,0.00001630754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005573587,0.00001519565,0.0001501613,0.00001272563,0.00002458438,0.000005713722,0.02482648,5.747505e-7,0.000001232202,0.7329417,0.2419799,0.00003610966],"study_design_scores_gemma":[0.0001252222,0.00002567484,0.00007347145,0.000006864287,0.00001180587,4.394518e-7,0.01198229,0.000001197665,0.00001129748,0.0007803193,0.9869297,0.00005168706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01151303,0.0004893193,0.0002539151,0.0003191282,0.01499232,0.00006240189,0.00002162943,0.00005592007,0.9722924],"genre_scores_gemma":[0.9366587,0.00003518398,0.0003986503,0.00008803242,0.004353061,4.660425e-7,0.000003694997,0.000008524717,0.05845364],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9251457,"threshold_uncertainty_score":0.9990748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620319821496596,"score_gpt":0.169833832359151,"score_spread":0.1536306341441851,"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."}}