{"id":"W1583077160","doi":"10.3998/dcbooks.9380304.0001.001","title":"Digital Rubbish","year":2011,"lang":"en","type":"book","venue":"University of Michigan Press eBooks","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":206,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; Andrew W. Mellon Foundation","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004485318,0.0002740878,0.0004026695,0.000135561,0.0002387508,0.00009285603,0.000544939,0.0001935051,0.001552391],"category_scores_gemma":[0.000003560975,0.0003171665,0.0002744545,0.00000182627,0.0008532613,0.0001446911,0.00018641,0.0002695878,0.0001325104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002663632,"about_ca_system_score_gemma":0.0001521036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000326563,"about_ca_topic_score_gemma":0.001640331,"domain_scores_codex":[0.9990817,0.00001775878,0.0001727809,0.0003086064,0.0002007951,0.0002183618],"domain_scores_gemma":[0.9990664,0.00004896084,0.0002493015,0.0003929882,0.0001419661,0.0001004164],"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":[0.0001500103,0.00006704503,9.685108e-7,0.0002041142,0.0003122413,0.00009425033,0.1097244,3.366133e-7,0.000007238634,0.6379299,0.2439509,0.007558696],"study_design_scores_gemma":[0.0003523187,0.00008462442,0.000001225471,0.0001401133,0.0001508842,0.00000241047,0.001552407,0.00000214016,0.00003751148,0.004713538,0.9926225,0.000340326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002473133,0.0001801184,0.00003099828,0.000002947101,0.0003121897,0.0002187621,0.0005326157,0.0001257587,0.9983493],"genre_scores_gemma":[0.002226105,0.00002279551,0.00002536055,0.00003033295,0.000311186,1.407885e-7,0.00009722971,0.00003832876,0.9972485],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7486717,"threshold_uncertainty_score":0.9999281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060781748965239,"score_gpt":0.1626741670775938,"score_spread":0.1220663495879414,"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."}}