{"id":"W4402862400","doi":"10.29311/lwps2024114745","title":"Distortion","year":2024,"lang":"en","type":"article","venue":"LIAS Working Paper Series","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007006003,0.0007129632,0.0003538752,0.0008782102,0.002973493,0.004166723,0.0007414572,0.00149881,0.0339958],"category_scores_gemma":[0.006398365,0.0002678707,0.000410617,0.0008381639,0.005447156,0.005584372,0.002679687,0.004074089,0.0138409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001759892,"about_ca_system_score_gemma":0.001008591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003276553,"about_ca_topic_score_gemma":0.004225031,"domain_scores_codex":[0.9992225,0.0001995524,0.00003127755,0.000185694,0.000300054,0.00006084925],"domain_scores_gemma":[0.9990208,0.0002583679,0.00006794794,0.0002807878,0.0002724117,0.00009968184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008302795,0.00001054107,0.0001527804,0.0000667338,0.000009996127,0.0001252555,0.0006864066,0.0001708084,0.0002930871,0.5477367,0.4035071,0.04715767],"study_design_scores_gemma":[0.00000981373,0.00001420292,0.0001737491,0.00006639521,0.000003859239,0.0003566018,0.0002816367,0.0001593908,0.0003030718,0.08036435,0.9182546,0.00001232344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004841572,0.04064025,0.01929437,0.07334439,0.02779726,0.00004521662,0.0007186551,0.0005905982,0.8327277],"genre_scores_gemma":[0.1218688,0.01377373,0.006885452,0.01715342,0.00932422,0.00008808303,0.0004831926,0.001102967,0.8293201],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0339958,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04741254061129768,"score_gpt":0.2667334872507593,"score_spread":0.2193209466394617,"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."}}