{"id":"W1823161886","doi":"10.2139/ssrn.2574420","title":"Doing Good Field Research: Assessing the Quality of Audit Field Research","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":146,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Field (mathematics); Quality audit; Quality (philosophy); Audit; Field research; Business; Accounting; Environmental science; Sociology; Mathematics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3828135,0.0009738096,0.001711998,0.0144534,0.00535643,0.008932251,0.004385656,0.004622545,0.002357414],"category_scores_gemma":[0.7592724,0.001626385,0.001463962,0.008181627,0.01042678,0.01249805,0.007368085,0.003630379,0.0006279737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006192963,"about_ca_system_score_gemma":0.01244256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00305373,"about_ca_topic_score_gemma":0.006205175,"domain_scores_codex":[0.5719184,0.2802342,0.04545128,0.01484396,0.08302263,0.00452956],"domain_scores_gemma":[0.05466313,0.6821219,0.08014181,0.07682405,0.09527012,0.01097904],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001663785,0.001170986,0.6713393,0.004042036,0.001803707,0.0004426549,0.02008244,0.002855066,0.001649912,0.01172897,0.0142305,0.2689906],"study_design_scores_gemma":[0.00104394,0.004527996,0.7781204,0.006788624,0.001842631,0.002892677,0.02541506,0.01792184,0.009507811,0.0838713,0.06745446,0.0006132203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.686146,0.01284869,0.1917115,0.03445819,0.00249156,0.006282118,0.001840864,0.001787438,0.06243359],"genre_scores_gemma":[0.9442001,0.0009395591,0.04993562,0.002217126,0.0002337653,0.0009233815,0.0003228109,0.0002215691,0.001006069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6171864,"threshold_uncertainty_score":0.7611008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1242582780143847,"score_gpt":0.4086620393687624,"score_spread":0.2844037613543777,"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."}}