{"id":"W7096853924","doi":"","title":"Comments welcomed","year":2004,"lang":"en","type":"article","venue":"","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Checklist; Field (mathematics); Plan (archaeology); Quality (philosophy); Empirical research; Psychological intervention","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008037779,0.001061867,0.001082009,0.002013748,0.003784803,0.006249928,0.003854228,0.00575452,0.4100479],"category_scores_gemma":[0.07928792,0.0004792593,0.001106427,0.001981432,0.001155492,0.005123729,0.006679326,0.008803908,0.2413756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003745486,"about_ca_system_score_gemma":0.005703335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00410697,"about_ca_topic_score_gemma":0.006613391,"domain_scores_codex":[0.9896491,0.003119148,0.0006377541,0.001023576,0.004730026,0.0008404478],"domain_scores_gemma":[0.9483279,0.01055552,0.00154361,0.002881115,0.03016596,0.006525884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000022621,0.000008909914,0.00005491357,0.00005533403,0.000001497745,0.00005503594,0.0001508188,0.00001783061,0.00009177087,0.0009376828,0.9881985,0.01040518],"study_design_scores_gemma":[0.000006655225,0.000008724351,0.0001803224,0.00008076516,0.000001647051,0.00002654624,0.0004974136,0.00003106729,0.00004406857,0.000406094,0.9987082,0.000008411027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001543235,0.003434719,0.004383999,0.3692253,0.3536097,0.001089402,0.009991701,0.002457813,0.2542642],"genre_scores_gemma":[0.008245241,0.002004023,0.003460509,0.1063531,0.03388694,0.001006913,0.004388423,0.002126967,0.8385279],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5899521,"threshold_uncertainty_score":0.841495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634531856024101,"score_gpt":0.2321628783966555,"score_spread":0.2158175598364145,"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."}}