{"id":"W2009050465","doi":"10.1506/c3gw-m2bu-nr2h-7qrr","title":"Commentary: Research Productivity Measurement and the Field of Academic Accounting*","year":2003,"lang":"en","type":"article","venue":"Canadian Accounting Perspectives","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Productivity; Context (archaeology); Accounting; Accounting research; Field (mathematics); Performance measurement; Economics; Management; Macroeconomics; Geography; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01910685,0.001268284,0.002135549,0.004127444,0.01422454,0.007756836,0.01010435,0.04627243,0.005974312],"category_scores_gemma":[0.1299568,0.001016698,0.001506484,0.00549568,0.01757115,0.005924545,0.002786869,0.04124973,0.002431695],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04801111,"about_ca_system_score_gemma":0.0713616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5502327,"about_ca_topic_score_gemma":0.5368724,"domain_scores_codex":[0.9679097,0.008430342,0.002381645,0.003085719,0.01580921,0.002383431],"domain_scores_gemma":[0.7951632,0.1222108,0.006418765,0.002694976,0.06633058,0.007181755],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002443045,0.00000393683,0.00009020697,0.0001332889,0.00000831558,0.0001071295,0.0004948198,0.00002846958,0.00003785949,0.004343929,0.9925401,0.002187629],"study_design_scores_gemma":[0.00008372692,0.00003035171,0.001726767,0.002235065,0.00007276257,0.000352507,0.002363167,0.0002504458,0.0002879627,0.0100989,0.9823684,0.0001300527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001035816,0.002474791,0.00002980556,0.9780935,0.01835004,0.000004225429,0.00005086918,0.000006834482,0.0008863057],"genre_scores_gemma":[0.006531166,0.003495413,0.0002096809,0.9416009,0.04525487,0.00002439276,0.00004177443,0.00002840018,0.002813395],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9958726,"threshold_uncertainty_score":0.9048321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03088907165456021,"score_gpt":0.2763187230799504,"score_spread":0.2454296514253902,"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."}}