{"id":"W2597808025","doi":"10.24264/icams-2016.iii.1","title":"Ink Dyes for Washable Leathers","year":2016,"lang":"en","type":"article","venue":"ICAMS","topic":"Dyeing and Modifying Textile Fibers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dyeing; Rubbing; Textile; Inkwell; Materials science; Pulp and paper industry; Composite material; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003783406,0.0005426193,0.0002438293,0.001038686,0.0003744485,0.0008067394,0.0003721417,0.000629455,0.00452461],"category_scores_gemma":[0.0005709526,0.0001934576,0.0003455745,0.0007002825,0.000344542,0.0006557764,0.0005227353,0.0009147113,0.001938106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004087145,"about_ca_system_score_gemma":0.0002661488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006524573,"about_ca_topic_score_gemma":0.001489936,"domain_scores_codex":[0.999151,0.0001050051,0.00004676963,0.0001460181,0.0004962022,0.00005493111],"domain_scores_gemma":[0.999586,0.00007811004,0.0000957456,0.0000420422,0.0001752946,0.00002277154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008243917,0.00003423126,0.0006429962,0.001035638,0.00001257037,0.0004320625,0.0001179214,0.0003586841,0.913297,0.004559272,0.001813377,0.07761393],"study_design_scores_gemma":[0.000008726836,0.0001627985,0.001875142,0.0001156916,0.00001969917,0.001028446,0.00007995265,0.001122781,0.8588211,0.0007732961,0.1359655,0.00002696638],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3110649,0.1347308,0.402693,0.001679054,0.003118205,0.0009134755,0.001441016,0.002361626,0.1419979],"genre_scores_gemma":[0.6833698,0.02556861,0.1900463,0.0009427907,0.000153007,0.0003063822,0.0007973949,0.0003786387,0.09843702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00452461,"threshold_uncertainty_score":0.01513636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089082344213824,"score_gpt":0.1960901043953421,"score_spread":0.1851992809532039,"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."}}