{"id":"W4391932907","doi":"10.31224/3557","title":"Embracing Environmentalism By Assessing The Sustainability and Adoption Of Biomass As Boiler Fuel In The Manufacturing Industry","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cargill (Canada)","funders":"","keywords":"Environmentalism; Sustainability; Boiler (water heating); Business; Waste management; Natural resource economics; Environmental science; Engineering; Economics; Political science; Politics; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002464262,0.0004249891,0.0002133466,0.0006186129,0.0002314594,0.001759967,0.0002276236,0.000887134,0.001072195],"category_scores_gemma":[0.005128569,0.0001165847,0.0004372555,0.001002738,0.0006140118,0.001422575,0.0007556169,0.0006013446,0.0001739925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007992968,"about_ca_system_score_gemma":0.0005214126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005961509,"about_ca_topic_score_gemma":0.007967416,"domain_scores_codex":[0.9990564,0.0004875718,0.00003270911,0.000120988,0.0001828048,0.0001194861],"domain_scores_gemma":[0.9971092,0.001819255,0.0004705307,0.0001268457,0.0003053762,0.0001687953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000595119,0.0003761434,0.8682362,0.000102054,0.0003692803,0.0002234452,0.001044908,0.07260786,0.01829064,0.007735626,0.000173778,0.03024487],"study_design_scores_gemma":[0.00001385878,0.0007798855,0.8253834,0.0000406836,0.000163088,0.0001171512,0.003581016,0.1308679,0.02243949,0.01484878,0.001715009,0.0000497593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970499,0.00004081688,0.00101565,0.00003622544,0.000001655677,0.000005320791,0.00006109438,0.00000235426,0.001786907],"genre_scores_gemma":[0.9992066,0.00002098623,0.0005007506,0.000005423095,9.98529e-7,0.000002773367,0.00005394181,0.000001448021,0.0002070826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005961509,"threshold_uncertainty_score":0.01303244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207699664490002,"score_gpt":0.2476697764867524,"score_spread":0.2355927798418523,"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."}}