{"id":"W4244430841","doi":"10.32920/ryerson.14662116.v1","title":"Voluntary environmental initiatives in Canadian manufacturing sector","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Legislature; Sustainability; Business; Turnover; Transparency (behavior); Voluntary action; Context (archaeology); Voluntary sector; Environmental regulation; Credibility; Manufacturing; Public relations; Public economics; Marketing; Political science; Agency (philosophy); Economics; Management","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":[0.003413811,0.0001899909,0.000189432,0.00234414,0.008220844,0.00265284,0.0009742053,0.0006920221,0.002840969],"category_scores_gemma":[0.0114282,0.0002308983,0.0001872512,0.004781728,0.001962586,0.0007937514,0.002331038,0.0008126732,0.0001313779],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05730057,"about_ca_system_score_gemma":0.1314794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9852179,"about_ca_topic_score_gemma":0.992289,"domain_scores_codex":[0.9947844,0.0006767326,0.0001361896,0.000272096,0.002414208,0.001716392],"domain_scores_gemma":[0.9888604,0.001620835,0.001564595,0.0004086322,0.004560448,0.002984951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002389043,0.0005144633,0.5517401,0.00049599,0.00004269037,0.0009220091,0.1332013,0.001526733,0.002749763,0.04770127,0.03262272,0.2282442],"study_design_scores_gemma":[0.00001514892,0.0000674312,0.8267432,0.0001999064,0.00001973163,0.0001101777,0.08437699,0.001294659,0.000689899,0.001090999,0.08531787,0.00007391812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9528963,0.001013909,0.0002024562,0.00412297,0.00004498656,0.00007719835,0.0003261253,0.00002743456,0.04128873],"genre_scores_gemma":[0.9936216,0.0006821184,0.0002653222,0.0002400581,0.000005567832,0.00001785588,0.0001737562,0.000005779793,0.004987864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9426994,"threshold_uncertainty_score":0.4157467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006196419853165,"score_gpt":0.1962608559593359,"score_spread":0.1861988917608043,"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."}}