{"id":"W4214948575","doi":"10.1007/978-3-642-20617-7_100395","title":"Refurbishing","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001030534,0.0002071434,0.0002763327,0.0001161185,0.00002032382,0.00002382693,0.0001588128,0.0006942181,0.004873096],"category_scores_gemma":[0.00003541489,0.0002187528,0.00006710728,0.00000986434,0.00002134262,0.00002689678,0.00004095084,0.0004917954,0.001112206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002889455,"about_ca_system_score_gemma":0.00003332447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006379207,"about_ca_topic_score_gemma":0.00002177951,"domain_scores_codex":[0.9993423,0.000003313306,0.0002004324,0.000148296,0.00008407792,0.0002216004],"domain_scores_gemma":[0.9995332,0.0000804149,0.00002676251,0.0002683329,0.00003167282,0.00005964854],"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":[0.000002889336,7.733844e-7,7.846122e-7,0.00009837504,0.0001192821,0.00007249416,0.00001559113,0.007896069,0.000004366825,0.7055998,0.2334596,0.05272997],"study_design_scores_gemma":[0.00009754849,0.00001521275,6.560986e-7,0.00002265972,0.0000180087,0.000007959531,0.000003931655,0.001195458,0.00001593142,0.01032129,0.98806,0.000241341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001266269,0.0001128449,0.0007206823,0.00007385465,0.001009856,0.0001169101,0.000001891769,0.0006827168,0.9972686],"genre_scores_gemma":[0.004202608,0.00002674672,0.0001527335,0.0001081685,0.0008252204,0.00000509335,0.00001163516,0.0001199567,0.9945478],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7546005,"threshold_uncertainty_score":0.9996656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410029023010166,"score_gpt":0.1859744687140348,"score_spread":0.1718741784839331,"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."}}