{"id":"W2279312550","doi":"10.14288/1.0108219","title":"An Investigation into the Sustainability of Paper Towels vs. the Dyson Airblade","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Material Properties and Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sustainability; Business; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002714369,0.00003115579,0.0001109439,0.00001016619,0.0002241861,0.00008484964,0.0003208949,0.00007331694,0.0001341514],"category_scores_gemma":[0.00002964402,0.00006112127,0.0000386469,0.0001202506,0.0003570223,0.0003651659,0.00005004403,0.0001477016,0.000001449582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002725985,"about_ca_system_score_gemma":0.00004417057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1007478,"about_ca_topic_score_gemma":0.1786402,"domain_scores_codex":[0.9995087,0.00004152191,0.00009298084,0.000120598,0.0001155999,0.0001205338],"domain_scores_gemma":[0.999463,0.00002313157,0.00004534113,0.0002755448,0.0001479488,0.00004499734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002073951,0.0000403544,0.009073873,0.0006955753,0.00003478683,0.000007563458,0.01022991,0.0009460798,0.0729157,0.00002223157,0.001282149,0.904731],"study_design_scores_gemma":[0.0001888767,0.00004654667,0.9875875,0.00003869006,0.00002064521,0.000005954079,0.004657312,0.003469287,0.000202565,0.002569166,0.001101544,0.0001119739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987084,0.00006515787,0.0001309405,0.0004070953,0.0001547184,0.0001537588,0.000009476146,0.00005609877,0.0003143771],"genre_scores_gemma":[0.9996775,0.0000238001,0.0001337369,0.00003796675,0.00003656149,5.077295e-7,0.000004140998,0.000009037646,0.000076721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9785135,"threshold_uncertainty_score":0.9052404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003772719977847578,"score_gpt":0.1576183550212967,"score_spread":0.1538456350434491,"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."}}