{"id":"W4404733121","doi":"10.1016/j.jobab.2024.11.002","title":"Disassembly, refinement, and reassembly: From ancient papermaking to modern materials processing","year":2024,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Papermaking; Computer science; Construction engineering; Engineering; Pulp and paper industry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002235944,0.0005159747,0.0004174922,0.001433837,0.002535496,0.005085793,0.0008935831,0.00151421,0.002251093],"category_scores_gemma":[0.002130729,0.000483251,0.0003006874,0.001369814,0.01402377,0.007202198,0.002507195,0.003156155,0.0008263801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002389285,"about_ca_system_score_gemma":0.001626391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001277956,"about_ca_topic_score_gemma":0.001755431,"domain_scores_codex":[0.9988844,0.0002968951,0.00005669238,0.0002208606,0.0004275395,0.0001136798],"domain_scores_gemma":[0.9992405,0.0003722649,0.00007515147,0.0001057881,0.0001222864,0.00008400087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002282963,0.0001536451,0.001569598,0.002718517,0.00003576011,0.001055651,0.02780521,0.001751409,0.02994366,0.4578919,0.01238796,0.4644583],"study_design_scores_gemma":[0.00001580473,0.0002385794,0.001337994,0.001266325,0.00002053565,0.001247225,0.006342531,0.001052553,0.02981699,0.1814079,0.7771466,0.0001070072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1062133,0.5931916,0.1012984,0.03289339,0.006542535,0.0001353376,0.0001091521,0.0003794854,0.1592369],"genre_scores_gemma":[0.4178719,0.4596013,0.05759068,0.007279927,0.002742827,0.0001155004,0.0001395745,0.0003403727,0.05431792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005085793,"threshold_uncertainty_score":0.01733553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0089689240040866,"score_gpt":0.237807794074033,"score_spread":0.2288388700699464,"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."}}