{"id":"W4242233977","doi":"10.1007/978-981-15-9267-6_8","title":"Summary","year":2021,"lang":"en","type":"book-chapter","venue":"Green chemistry and sustainable technology","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Waste management; Liquefaction; Pyrolysis; Lignin; Environmental science; Wastewater; Resource recovery; Municipal solid waste; Carbonization; Biochar; Hydrothermal carbonization; Pulp and paper industry; Engineering; Chemistry; Organic chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001451862,0.0003334566,0.0003547959,0.00003897622,0.0001797112,0.00002773668,0.0004553615,0.0007540133,0.009113865],"category_scores_gemma":[0.0000225088,0.000366459,0.00006559616,0.00007778705,0.0005998338,0.00005600948,0.003217554,0.0005746402,0.00009653442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002994529,"about_ca_system_score_gemma":0.00002416215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000170977,"about_ca_topic_score_gemma":0.00002522943,"domain_scores_codex":[0.9983277,0.000005401298,0.0002339132,0.0006537241,0.0002018828,0.0005773456],"domain_scores_gemma":[0.9989848,0.00001516187,0.0001189106,0.0007651007,0.00002045729,0.00009559616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001025368,0.0002221767,0.001563317,0.005852441,0.0007836725,0.020654,0.0002969714,0.0006158392,0.001845545,0.6817998,0.1213887,0.164875],"study_design_scores_gemma":[0.0001587464,0.00002114546,0.000003724529,0.00004657738,0.00005004641,0.00006735966,0.0005364545,0.00009875248,0.0005854139,0.0499778,0.9480633,0.0003906694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007912783,0.001399283,0.00002735452,0.001262838,0.00001814893,0.0001987646,0.000006013267,0.0001345513,0.9961618],"genre_scores_gemma":[0.004552617,0.0004136358,0.0001439015,0.0001235646,0.00004490646,0.00002402384,0.00004010931,0.00004155368,0.9946157],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8266746,"threshold_uncertainty_score":0.9998788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005806379472475254,"score_gpt":0.1933908140443267,"score_spread":0.1875844345718514,"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."}}