{"id":"W2604544712","doi":"10.5430/afr.v6n2p121","title":"Implementing Integrated Reporting: Case Studies from the Italian Listed Companies","year":2017,"lang":"en","type":"article","venue":"Accounting and Finance Research","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Integrated reporting; Process (computing); Business; Sustainability reporting; Transition (genetics); Sustainability; Accounting; Knowledge management; Process management; Marketing; Public relations; Computer science; Corporate social responsibility; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01403222,0.0002463717,0.0004582694,0.0001499882,0.008511012,0.003579581,0.0006255503,0.00009597482,0.00002261871],"category_scores_gemma":[0.0430162,0.0001819603,0.0001019376,0.0005298568,0.0008702234,0.001578423,0.002213528,0.0007302473,0.00003896002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007877673,"about_ca_system_score_gemma":0.0001238641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02939257,"about_ca_topic_score_gemma":0.01065514,"domain_scores_codex":[0.9963947,0.00007833684,0.00120518,0.00068249,0.0006595182,0.0009798029],"domain_scores_gemma":[0.9929818,0.0009838823,0.003114947,0.001125659,0.001778984,0.00001474111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008205377,0.00005103316,0.7585524,0.0001654545,0.0001387686,0.002940559,0.001709302,0.000005799062,0.0006360057,0.006029091,0.002985809,0.2267037],"study_design_scores_gemma":[0.00125808,0.00003777954,0.5597506,0.001102646,0.0001655734,0.0003899391,0.06391276,0.009617375,0.0002601025,0.0499403,0.3124292,0.00113564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919655,0.001075091,0.0000126489,0.002786921,0.0002980522,0.0004131844,0.000006784472,0.0001010837,0.003340771],"genre_scores_gemma":[0.9974608,0.000103019,0.0001609536,0.0001749589,0.001314129,0.00004281076,0.00001628412,0.00003614492,0.0006908283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3094434,"threshold_uncertainty_score":0.9974548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2417266316096258,"score_gpt":0.4356352742213873,"score_spread":0.1939086426117616,"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."}}