{"id":"W4399636894","doi":"10.1139/facets-2023-0170","title":"Remanufacturing of paper waste for pencil production: a sustainable business assessment","year":2024,"lang":"en","type":"article","venue":"FACETS","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Remanufacturing; Pencil (optics); Production (economics); Business; Sustainable production; Manufacturing engineering; Engineering; Economics; Microeconomics; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003951726,0.00009029463,0.0001021651,0.000040928,0.0000765371,0.00005019887,0.0001262366,0.00003085747,0.0002457261],"category_scores_gemma":[0.00003162956,0.00007496886,0.00004286083,0.0001961623,0.00004384772,0.0002913779,0.0001414547,0.00005662527,0.0000210107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280838,"about_ca_system_score_gemma":0.00001314934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001037621,"about_ca_topic_score_gemma":0.000007377885,"domain_scores_codex":[0.9991561,0.00001403216,0.000151434,0.0002785918,0.0002009062,0.0001989509],"domain_scores_gemma":[0.9996956,0.00001907206,0.00003452448,0.0002098454,0.00001712284,0.00002385246],"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":[0.0001058179,0.0005725638,0.007151424,0.00755158,0.0002409774,0.00009588814,0.002775839,0.07669364,0.1412591,0.01175584,0.5251513,0.2266459],"study_design_scores_gemma":[0.0002788424,0.0001862427,0.02504682,0.0003662134,0.00007891033,0.00001076441,0.001790343,0.004372417,0.1363339,0.008960784,0.8220925,0.0004822751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8764998,0.0002539723,0.03757416,0.004812713,0.0008261707,0.001922158,0.000006181428,0.0005492723,0.0775556],"genre_scores_gemma":[0.966755,0.0000361763,0.004426677,0.00002961004,0.00006846318,0.00009051593,0.000004508368,0.00001393703,0.02857505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2969412,"threshold_uncertainty_score":0.3057141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094356726957891,"score_gpt":0.2660964839239922,"score_spread":0.2551529166544133,"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."}}