{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008070786,0.00007749977,0.00007328223,0.0000385116,0.0002948255,0.0003732156,0.00006491692,0.00001868235,0.006987475],"category_scores_gemma":[0.00001436162,0.00005914859,0.00004333282,0.00003510911,0.0002227686,0.0002644182,0.00003147494,0.0001040385,0.0006389504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002551096,"about_ca_system_score_gemma":0.00002111979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004613785,"about_ca_topic_score_gemma":0.0003558352,"domain_scores_codex":[0.9994313,0.00002236036,0.0000963149,0.0001435843,0.0001394135,0.0001670523],"domain_scores_gemma":[0.9997905,0.00005233276,0.00000944673,0.00009269206,0.00002119479,0.00003378155],"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":[0.00001212372,0.000007815656,0.0002496565,0.00003077479,0.00002359664,0.00002091651,0.01036845,4.010531e-7,0.00005161778,0.9483017,0.01270192,0.02823106],"study_design_scores_gemma":[0.00002130396,0.0000342616,0.0005129902,0.0001021552,0.00000939443,0.000002871721,0.00442685,0.00001307053,0.00006073085,0.005432974,0.9892972,0.00008617271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005983888,0.003079029,0.000221909,0.001618765,0.0006264143,0.00007012942,0.000006991907,0.0003076453,0.9880852],"genre_scores_gemma":[0.8390068,0.00008250427,0.00003715876,0.00007763254,0.0008732796,0.000017841,0.000008656695,0.00001369471,0.1598824],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9765953,"threshold_uncertainty_score":0.9939203,"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."}}