{"id":"W7128813656","doi":"10.34632/4883af6c-59bd-410f-a4b9-ff650c310e0b","title":"From waste to wellness","year":2025,"lang":"en","type":"article","venue":"Universidade Católica Portuguesa","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Council of Forest Industries","funders":"","keywords":"","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":[0.00006791033,0.0001425827,0.0002315275,0.0002254216,0.00007249697,0.00001065301,0.0001426496,0.00008186953,0.0004784181],"category_scores_gemma":[0.00001631679,0.0001446087,0.00007899826,0.0003281291,0.00004000015,0.00005089182,0.0001810243,0.0001355527,0.0003485122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002810784,"about_ca_system_score_gemma":0.00006773129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008044289,"about_ca_topic_score_gemma":0.00002455646,"domain_scores_codex":[0.9989743,0.00002150936,0.0001849651,0.0003584736,0.0001893281,0.0002713953],"domain_scores_gemma":[0.9991525,0.00002719968,0.00003146461,0.0004760593,0.00001654277,0.0002962518],"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":[0.0007450368,0.0006582522,0.01476008,0.0003195588,0.000601144,0.001421842,0.002342018,0.0001466375,0.01335249,0.007562212,0.5614342,0.3966565],"study_design_scores_gemma":[0.0009038773,0.0001241533,0.02654101,0.0001731181,0.0001457906,0.000003259718,0.005943884,0.0000462903,0.007157572,0.0001309196,0.9586533,0.0001767991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6928701,0.0001700349,0.0014151,0.05012634,0.000454746,0.0007393882,0.00003509535,0.0001393417,0.2540499],"genre_scores_gemma":[0.9356277,0.00005885038,0.0004498154,0.009048574,0.0001528035,0.000006858053,0.0001079038,0.00001492091,0.05453256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3972192,"threshold_uncertainty_score":0.5896972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009835261941481793,"score_gpt":0.262891134696101,"score_spread":0.2530558727546193,"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."}}