{"id":"W2763394111","doi":"","title":"Lifting the veil: Exploring the transparency of Canadian companies","year":2009,"lang":"en","type":"article","venue":"","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Business; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004061118,0.00002889802,0.00004443018,0.00004479778,0.0004582519,0.00003093238,0.0001775752,0.000009309023,0.000469466],"category_scores_gemma":[0.0000232235,0.00001674382,0.00002224109,0.0001695771,0.00005400366,0.0000655102,0.00000331285,0.0000367572,0.00002730191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004536365,"about_ca_system_score_gemma":0.0001601014,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2125325,"about_ca_topic_score_gemma":0.7769152,"domain_scores_codex":[0.9996107,0.00002707803,0.000109483,0.00004840379,0.00006410693,0.0001402039],"domain_scores_gemma":[0.9998001,0.00004554576,0.00002048421,0.00006714348,0.00001511401,0.00005162895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002810386,0.00001440754,0.007154773,0.000001860422,0.00001230399,6.092749e-7,0.3661119,0.0001415091,0.00002327146,0.2193124,0.001800346,0.4054239],"study_design_scores_gemma":[0.00005974171,0.000009040458,0.2084821,0.000009392087,0.000003453485,2.388309e-7,0.1021869,0.00005775923,0.00003507002,0.0004965406,0.6885834,0.00007631283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5219958,0.00002522136,0.00002051075,0.02949912,0.0002479105,0.00008089338,6.044754e-7,0.00001799689,0.448112],"genre_scores_gemma":[0.997577,0.0001151584,0.00004439784,0.0007014984,0.00005017105,0.000003595529,2.611677e-7,0.000001083299,0.001506793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6867831,"threshold_uncertainty_score":0.7927113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.154986010148067,"score_gpt":0.2856199636993104,"score_spread":0.1306339535512433,"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."}}