{"id":"W4367053734","doi":"10.1108/ccij-10-2022-0125","title":"Online sustainability claims: lessons from high-scoring B corporations in the Canadian food and beverage sector","year":2023,"lang":"en","type":"article","venue":"Corporate Communications An International Journal","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Certification; Sustainability; Business; Sustainability organizations; Marketing; Corporate social responsibility; Social sustainability; Public relations; Transparency (behavior); Sustainability science; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002097278,0.0001843118,0.0001978097,0.0007925977,0.001268293,0.001678695,0.001786171,0.00009973451,0.00006509863],"category_scores_gemma":[0.001226495,0.0001696582,0.00007363988,0.00126167,0.0002544789,0.001809917,0.0005189149,0.0007482438,0.00002562736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005936515,"about_ca_system_score_gemma":0.0009204143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07789198,"about_ca_topic_score_gemma":0.7105405,"domain_scores_codex":[0.997988,0.0002063624,0.0007053807,0.0002978526,0.0004845422,0.0003178376],"domain_scores_gemma":[0.9962494,0.0003379357,0.000914807,0.0009674529,0.001462679,0.0000677592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000560237,0.0004110447,0.8110764,0.00001516431,0.0001007794,0.0002098035,0.00159446,0.0007583277,0.0001703962,0.1624029,0.0004631719,0.02274149],"study_design_scores_gemma":[0.0003414714,0.00001470928,0.7183981,0.00003220187,0.00001937006,0.00002072439,0.00401874,0.005566076,0.000001726387,0.2673097,0.004099967,0.0001772498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698393,0.00004466657,0.0001776787,0.0285219,0.0004556949,0.0003175877,0.0001174942,0.00008180114,0.000443915],"genre_scores_gemma":[0.9964182,0.0001097596,0.0005389272,0.00095611,0.0007631806,0.00003657252,0.001099421,0.00002689006,0.00005090265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6326485,"threshold_uncertainty_score":0.9993576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1398781466236066,"score_gpt":0.3423400775230276,"score_spread":0.202461930899421,"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."}}