{"id":"W4405032869","doi":"10.29173/writingacrossuofa66","title":"Hamsterdammed","year":2024,"lang":"en","type":"article","venue":"Writing across the University of Alberta","topic":"Poetry Analysis and Criticism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001711192,0.00006263313,0.0001002003,0.00002337227,0.0006081737,0.0001421545,0.0002301976,0.00002044888,0.00252489],"category_scores_gemma":[0.00001716593,0.00004938269,0.0001313868,0.00004210883,0.0004200198,0.0001479913,0.00007548417,0.0000990972,0.000209965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001246466,"about_ca_system_score_gemma":0.00001188886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003771609,"about_ca_topic_score_gemma":0.005533842,"domain_scores_codex":[0.9995167,0.00002684302,0.00008504032,0.0001196338,0.00009410312,0.0001577382],"domain_scores_gemma":[0.999525,0.0002353951,0.00002316985,0.0001500475,0.0000410199,0.00002544017],"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":[0.00001644364,0.000040821,0.0001044406,0.0001273244,0.0002127461,0.00003757913,0.2559291,0.00001603611,0.0001811705,0.7151799,0.02043165,0.007722746],"study_design_scores_gemma":[0.0001172996,0.00002104559,0.0001409528,0.0001420456,0.00008076702,0.000004522994,0.08422269,0.001513831,0.00009497244,0.001027629,0.9125211,0.0001131406],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6869395,0.000764241,0.00008427489,0.00570127,0.0002860775,0.00005905663,0.00003754787,0.00006917725,0.3060588],"genre_scores_gemma":[0.9270089,0.00001337869,0.000009531323,0.0001128351,0.0001466469,5.667255e-8,0.000004896407,0.000005417765,0.07269835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8920895,"threshold_uncertainty_score":0.9983869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01614435248376491,"score_gpt":0.2236491437198767,"score_spread":0.2075047912361117,"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."}}