{"id":"W4391263514","doi":"10.5206/tba.v5i1.16477","title":"Surface all the way through","year":2024,"lang":"en","type":"article","venue":"tba Journal of Art Media and Visual Culture","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Surface (topology); Mathematics; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002037952,0.0001524716,0.0002013559,0.0000237053,0.0002542172,0.0002378862,0.00016644,0.0001090295,0.000739506],"category_scores_gemma":[0.00003536492,0.00006922978,0.0001223278,0.00003233069,0.0003432434,0.0003750587,0.00003742308,0.0006003961,0.00008884598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001223999,"about_ca_system_score_gemma":0.00002347005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005478144,"about_ca_topic_score_gemma":0.0001661578,"domain_scores_codex":[0.999188,0.0000382693,0.0002447418,0.0001149981,0.0002265651,0.0001873985],"domain_scores_gemma":[0.9995986,0.00005633786,0.00008631025,0.00006937504,0.0001238885,0.00006545046],"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":[0.00002189256,0.00004030727,0.00002176698,0.00003433809,0.0001708065,0.00007439745,0.2338335,0.00000102285,0.000790461,0.07853787,0.6854331,0.001040475],"study_design_scores_gemma":[0.000156597,0.0002139532,0.00002341399,0.00009188918,0.0001100522,0.0001890325,0.03077959,0.00002085743,0.0002802547,0.006550247,0.9614778,0.000106318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6420441,0.1552069,0.0001782077,0.08556228,0.009658428,0.0004808393,0.0001206105,0.0004439934,0.1063046],"genre_scores_gemma":[0.9786016,0.002828501,0.00006456755,0.001396187,0.002616972,0.000001312142,0.00001129014,0.00001825103,0.01446131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3365575,"threshold_uncertainty_score":0.8097072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03725928567529056,"score_gpt":0.2989167172311039,"score_spread":0.2616574315558133,"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."}}