{"id":"W7117412899","doi":"10.1071/aj22327","title":"Concurrent 8. Oral Presentation for: Seeing sustainability reporting through a lens of value creation","year":2023,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Sustainability and Innovation in Business","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Sustainability; Sustainability reporting; Transparency (behavior); Sustainability organizations; Leverage (statistics); Stakeholder engagement; Government (linguistics); Commission; Sustainability science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004161714,0.001162833,0.000615912,0.001008512,0.007325753,0.0144122,0.001791249,0.00836781,0.4028209],"category_scores_gemma":[0.01032809,0.0004939126,0.0009938992,0.0008154643,0.00199797,0.007736142,0.008772991,0.01077504,0.2022824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003670939,"about_ca_system_score_gemma":0.003632744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004663305,"about_ca_topic_score_gemma":0.01193344,"domain_scores_codex":[0.9968766,0.0007421369,0.0000920061,0.0005044618,0.001102578,0.0006822276],"domain_scores_gemma":[0.9953243,0.0007612984,0.0002053894,0.0002817304,0.001716838,0.001710403],"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":[0.00002095625,0.00001495443,0.00004349095,0.0000524712,0.000001372801,0.00003705447,0.000454571,0.00001097899,0.0001321184,0.004562431,0.9875861,0.007083522],"study_design_scores_gemma":[0.000004346546,0.00001027169,0.0001400511,0.00008073673,8.916998e-7,0.0000191507,0.0005146525,0.00001315371,0.00004116281,0.001051406,0.9981187,0.000005523592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001372571,0.00235151,0.002065095,0.1441248,0.1346853,0.0005202598,0.002248321,0.001152465,0.7114796],"genre_scores_gemma":[0.007963944,0.0007176684,0.0007399104,0.01464351,0.01508257,0.0003143018,0.0009513844,0.0007438566,0.9588427],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4028209,"threshold_uncertainty_score":0.8518035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07950560523891738,"score_gpt":0.3561121070383746,"score_spread":0.2766065017994572,"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."}}