{"id":"W1911433514","doi":"10.1111/j.1754-7121.2010.00132.x","title":"An analysis of changes in stakeholder accountability among Canadian WCBs: 1998–2008","year":2010,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Accountability; Commission; Government (linguistics); Stakeholder; Compensation (psychology); Public administration; Business; Public sector; Public relations; Political science; Finance; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007086494,0.000183381,0.0002392611,0.002712966,0.0002307854,0.0005498159,0.0003907604,0.0001701359,0.001336472],"category_scores_gemma":[0.000247534,0.0002067339,0.00004973642,0.002905598,0.000107046,0.00166381,0.00002056283,0.0002016415,0.00003553183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340138,"about_ca_system_score_gemma":0.0009774264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7622021,"about_ca_topic_score_gemma":0.9998543,"domain_scores_codex":[0.9984691,0.00001422669,0.0003577805,0.0003924808,0.0002813878,0.0004850323],"domain_scores_gemma":[0.9988241,0.00002110749,0.0002122323,0.0004556878,0.0003165356,0.0001704048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002572358,0.00006102016,0.9629056,0.00002610121,0.00005442145,0.000008902063,0.0000404701,0.0000289867,0.00004596332,0.03528887,0.0007540755,0.0007830453],"study_design_scores_gemma":[0.0001341966,0.000009815635,0.9250312,0.000005385717,0.0001283545,4.532248e-7,0.000515582,0.009072205,0.00001530176,0.0002142971,0.06463289,0.0002402651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876935,0.000004993222,0.00003988726,0.006788054,0.0003183358,0.0002797934,0.00007090659,0.00004340258,0.004761075],"genre_scores_gemma":[0.9963717,9.635525e-7,0.00005598663,0.001709706,0.0003868466,0.00002412922,0.00134565,0.00002383363,0.0000811386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2376521,"threshold_uncertainty_score":0.9995764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023043305062151,"score_gpt":0.2300025592041734,"score_spread":0.2069592541420224,"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."}}