{"id":"W3133511833","doi":"10.1002/sus2.9","title":"<i>SusMat</i>: Materials innovation for sustainable development","year":2021,"lang":"en","type":"article","venue":"SusMat","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Prosperity; Sustainable development; Urbanization; Economic growth; Population; Development economics; Harmony (color); Sustainability; Natural resource economics; Political science; Business; Economics; Sociology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002358887,0.001125127,0.0007304731,0.001790188,0.00256778,0.007754492,0.001467005,0.005373751,0.02933411],"category_scores_gemma":[0.002249241,0.0003721393,0.0005159884,0.002082385,0.00396742,0.005999653,0.003404612,0.005789293,0.01329136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002771194,"about_ca_system_score_gemma":0.002696158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001367585,"about_ca_topic_score_gemma":0.003189277,"domain_scores_codex":[0.9980025,0.0004342063,0.0001193033,0.0002371204,0.000912868,0.0002940204],"domain_scores_gemma":[0.9989102,0.000399844,0.0001047681,0.0000952992,0.0003366812,0.0001532513],"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":[0.00003132948,0.00002108335,0.00009546705,0.000638568,0.00001018063,0.00009322471,0.0002128502,0.0001565423,0.001337349,0.2835095,0.6372337,0.07666027],"study_design_scores_gemma":[0.000002456149,0.00002366066,0.00006505983,0.0002244923,0.00000221054,0.00008153407,0.00006168253,0.0002260565,0.0009695351,0.02825116,0.9700787,0.00001348077],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002282251,0.2353665,0.01928616,0.1679762,0.1104473,0.0001984811,0.0008211521,0.001742909,0.461879],"genre_scores_gemma":[0.06521428,0.2364243,0.01848178,0.09961622,0.0315567,0.0005705795,0.001337058,0.001526694,0.5452724],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02933411,"threshold_uncertainty_score":0.09813231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270091572798808,"score_gpt":0.2438471981163149,"score_spread":0.2311462823883269,"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."}}