{"id":"W4407963865","doi":"10.1111/1911-3838.12393","title":"Island Kelp Limited: An Instructional Case <sup>*</sup>","year":2025,"lang":"en","type":"article","venue":"Accounting Perspectives","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University; Royal Roads University; Camosun College; Thompson Rivers University","funders":"","keywords":"Kelp; Environmental science; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005188598,0.0002789483,0.0001636222,0.0005690015,0.005011297,0.001568738,0.001402412,0.003313816,0.01636004],"category_scores_gemma":[0.001993312,0.000194781,0.0001545198,0.0005741086,0.001803521,0.001057898,0.002374285,0.003060005,0.001924076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003342596,"about_ca_system_score_gemma":0.002992474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03305406,"about_ca_topic_score_gemma":0.09815414,"domain_scores_codex":[0.9995702,0.000118252,0.00001759265,0.00003123156,0.00008904428,0.0001737295],"domain_scores_gemma":[0.9991486,0.0002981803,0.00006187233,0.00003944718,0.00007569061,0.0003762456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001192947,0.00112551,0.01853065,0.0003645755,0.0000122646,0.6321318,0.0694383,0.001768761,0.002544622,0.06854327,0.1245032,0.08091787],"study_design_scores_gemma":[0.00005495003,0.0003665053,0.01442243,0.001080723,0.00002853063,0.2233693,0.1877194,0.004252515,0.004745508,0.01354084,0.5503311,0.00008824232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6234872,0.0004856278,0.005233262,0.04695465,0.0003607257,0.0003569157,0.0002049591,0.0001914304,0.3227252],"genre_scores_gemma":[0.8729224,0.0006900344,0.005664531,0.007005197,0.00006794333,0.0002601039,0.00009856682,0.00006795589,0.1132233],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03305406,"threshold_uncertainty_score":0.0657233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759532461263914,"score_gpt":0.2707683359387303,"score_spread":0.2531730113260912,"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."}}