{"id":"W7113468461","doi":"","title":"VIEWPOINT:screening programme at the SSA Annual Exhibition, Maclaurin Gallery, Ayr","year":2023,"lang":"en","type":"other","venue":"Discovery Research Portal (University of Dundee)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Work (physics); Variety (cybernetics); Image (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003212291,0.0006772577,0.0009314845,0.00162786,0.0009506294,0.0001622426,0.002024235,0.0006642031,0.01579625],"category_scores_gemma":[0.0002945278,0.0006602738,0.0007844273,0.002097841,0.003130094,0.0009690371,0.002775617,0.00175612,0.008339838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003663968,"about_ca_system_score_gemma":0.0006341187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01827328,"about_ca_topic_score_gemma":0.1419124,"domain_scores_codex":[0.9913967,0.001043574,0.0004206656,0.001410458,0.003764973,0.001963625],"domain_scores_gemma":[0.9961622,0.0004643018,0.0006788186,0.001693562,0.000499789,0.0005013403],"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":[0.0003352718,0.0003028815,0.0009268533,0.0002827216,0.000800368,0.001411989,0.0009668025,0.00001124609,0.0001243593,0.002843187,0.9884848,0.003509543],"study_design_scores_gemma":[0.002035524,0.0003934458,0.01154024,0.001595521,0.0001948602,0.00007284553,0.03948712,0.00004981137,0.00004594661,0.0007452466,0.9427202,0.001119174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008378338,0.001697975,0.0002481389,0.002350429,0.0003357582,0.003901319,0.01037823,0.001757064,0.9709527],"genre_scores_gemma":[0.008751755,0.001289403,0.000173137,0.00003009668,0.000328154,0.00001139331,0.001473744,0.001885549,0.9860567],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1236391,"threshold_uncertainty_score":0.9995849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07202792929757267,"score_gpt":0.3159469792270931,"score_spread":0.2439190499295205,"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."}}