{"id":"W7115284942","doi":"","title":"Brass Art: Collaboration","year":2011,"lang":"en","type":"article","venue":"Edinburgh Research Explorer","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brass; Closing (real estate); Metropolitan area; Quarter (Canadian coin)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00117802,0.0001493307,0.0001695115,0.0003388122,0.0005903983,0.0003851621,0.0003049428,0.00006857655,0.06676927],"category_scores_gemma":[0.000225164,0.000125235,0.00006707071,0.0001958831,0.0005305422,0.0007333181,0.00009066267,0.0003520603,0.002781985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007024599,"about_ca_system_score_gemma":0.0001377011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001054769,"about_ca_topic_score_gemma":0.0002897015,"domain_scores_codex":[0.9978645,0.0001374546,0.0002508363,0.0003375448,0.0008118345,0.0005978533],"domain_scores_gemma":[0.9983954,0.0001891647,0.00004182712,0.0003991668,0.0007787674,0.0001956615],"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":[0.0000767872,0.0001277941,0.0001026127,0.000006555239,0.0000197449,0.000025204,0.1104419,3.179211e-7,0.0002118855,0.09878811,0.7887016,0.001497464],"study_design_scores_gemma":[0.0002995241,0.0002505819,0.0001266005,0.00002138084,0.000006044512,0.000001203153,0.02680862,0.00006539849,0.001349535,0.02164034,0.9492468,0.0001840044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06186029,0.0002574002,0.0001190462,0.0009537617,0.001979314,0.0005723659,0.00002575523,0.0002353292,0.9339967],"genre_scores_gemma":[0.8898568,0.00009169933,0.0001141194,0.0001847503,0.003179419,0.0002272599,0.00002867922,0.00003724253,0.10628],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8279966,"threshold_uncertainty_score":0.9979945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3303192236875941,"score_gpt":0.3570535750995403,"score_spread":0.02673435141194624,"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."}}