{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003716358,0.0008773688,0.0003963487,0.00336816,0.004015031,0.006919289,0.001220931,0.001458743,0.4971245],"category_scores_gemma":[0.002243982,0.0003034709,0.000467769,0.003575483,0.001527107,0.006544794,0.004586759,0.002557966,0.2198911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002098332,"about_ca_system_score_gemma":0.001419587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005432217,"about_ca_topic_score_gemma":0.01047388,"domain_scores_codex":[0.9992445,0.00009286273,0.00003141788,0.0001168789,0.0004177124,0.00009667769],"domain_scores_gemma":[0.999408,0.00008350921,0.000031949,0.0001223929,0.0002237213,0.0001304605],"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":[0.00002397499,0.00002260751,0.0002081847,0.000169992,0.000003091473,0.0001946024,0.0007406492,0.00006239705,0.0002183659,0.07049133,0.8228766,0.1049883],"study_design_scores_gemma":[9.511558e-7,0.000003083233,0.00009424786,0.00003237892,3.514129e-7,0.0000626946,0.0001540174,0.00001006463,0.0000342127,0.0008895152,0.9987166,0.000001836218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007246498,0.002006852,0.0004898412,0.002155307,0.002546448,0.00004541416,0.0008307109,0.0003532665,0.9908475],"genre_scores_gemma":[0.008571247,0.001865454,0.0006076063,0.001472841,0.0008056362,0.00004406998,0.0009110859,0.0003405236,0.9853815],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4971245,"threshold_uncertainty_score":0.7172909,"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."}}