{"id":"W4416806968","doi":"10.1016/j.lanplh.2025.101364","title":"Scope sustainability: slashing single-use plastic bottles","year":2025,"lang":"en","type":"article","venue":"The Lancet Planetary Health","topic":"Sustainable Design and Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Scope (computer science); Plastic bottle; Plastic bag","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":[0.0005398105,0.000185197,0.0003471078,0.0001119485,0.0002017849,0.00009735224,0.0002689412,0.00005494471,0.00002817321],"category_scores_gemma":[0.0002023266,0.0001429511,0.00002704694,0.0002969062,0.00004527888,0.0001353007,0.00004740049,0.0002983325,0.00002767064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004835948,"about_ca_system_score_gemma":0.0003527979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003156955,"about_ca_topic_score_gemma":0.0001912549,"domain_scores_codex":[0.9985726,0.0001111634,0.0002950966,0.0001932691,0.0001513827,0.0006764991],"domain_scores_gemma":[0.9987496,0.0006872499,0.0000324699,0.0004006277,0.00003807724,0.0000920361],"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":[0.000437714,0.0001367746,0.03349255,0.007961576,0.0003851815,0.0002075198,0.003686111,0.2328898,0.0001163716,0.01389312,0.6188602,0.08793311],"study_design_scores_gemma":[0.002195921,0.0002583434,0.2037053,0.0008360159,0.00005923888,0.00005502123,0.00318115,0.05273221,0.0002468601,0.01251307,0.7232225,0.0009944323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8260976,0.03633893,0.0497288,0.04492874,0.006391865,0.004341502,0.0001957331,0.005195437,0.02678139],"genre_scores_gemma":[0.994235,0.000745163,0.001107077,0.002824162,0.0002073993,0.000026029,0.00009938272,0.00002501163,0.000730803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1801575,"threshold_uncertainty_score":0.5829377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0251510723157613,"score_gpt":0.2491133483568985,"score_spread":0.2239622760411372,"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."}}