{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009813532,0.0002998907,0.0003191426,0.0006434706,0.0008996932,0.0009360658,0.0002716342,0.0001526206,0.0003266586],"category_scores_gemma":[0.002389509,0.0003156905,0.0001578387,0.001498725,0.0002111901,0.002618325,0.0003050104,0.0003629554,0.00008780482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002001626,"about_ca_system_score_gemma":0.0001813182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002445644,"about_ca_topic_score_gemma":0.001072256,"domain_scores_codex":[0.9978655,0.00003584983,0.0005218515,0.0007581782,0.0003632909,0.0004553079],"domain_scores_gemma":[0.998096,0.0001687891,0.0004179812,0.0004685917,0.000828332,0.00002027469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004661285,0.0008074708,0.6676945,0.0004119521,0.0004126886,0.001663669,0.007004477,0.002164507,0.001232474,0.2014336,0.003710264,0.1129982],"study_design_scores_gemma":[0.004805529,0.00009036004,0.2544677,0.000586531,0.0008463948,0.001517767,0.3956884,0.09259314,0.0002012301,0.1104036,0.1352391,0.003560167],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644681,0.0001789118,0.0001921655,0.0009586732,0.000341316,0.0003010322,0.000004511477,0.0003990013,0.03315628],"genre_scores_gemma":[0.9958171,0.000005418784,0.0006117146,0.0006888147,0.001951837,0.00002289105,0.00001927835,0.00003888375,0.0008441102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4132268,"threshold_uncertainty_score":0.9999295,"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."}}