{"id":"W2019374421","doi":"10.2304/eerj.2011.10.1.64","title":"A Challenge to Metrics as Evidence of Scholarity","year":2011,"lang":"en","type":"article","venue":"European Educational Research Journal","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Normative; Nexus (standard); Accountability; Scholarship; Sociology; Privilege (computing); Political science; Positive economics; Higher education; Materialism; Public relations; Accounting; Economics; Epistemology; Law","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","bibliometrics"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2147067,0.001288918,0.003112587,0.01863028,0.00627679,0.02883305,0.005710308,0.007423206,0.004434466],"category_scores_gemma":[0.5563313,0.0009757204,0.000985926,0.02213506,0.07544701,0.05807253,0.01883867,0.0142974,0.001269879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0108087,"about_ca_system_score_gemma":0.0160623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004424661,"about_ca_topic_score_gemma":0.00376219,"domain_scores_codex":[0.7475614,0.1664982,0.01303205,0.01640483,0.05402624,0.002477301],"domain_scores_gemma":[0.3863001,0.4211447,0.04515674,0.07235055,0.06768443,0.00736348],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002415972,0.0000250228,0.003201957,0.0002569174,0.00003710032,0.0000173352,0.003448633,0.000310191,0.0001157167,0.9515669,0.009037944,0.03195792],"study_design_scores_gemma":[0.00001640693,0.00005483694,0.002030666,0.0007067919,0.00001521962,0.00006884649,0.003118006,0.001016743,0.0002630058,0.9364731,0.05617821,0.00005810158],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0320436,0.02245582,0.208933,0.5550582,0.004958597,0.0003819418,0.001491672,0.000892362,0.1737849],"genre_scores_gemma":[0.8385092,0.006138204,0.1125474,0.02654807,0.004794642,0.001618512,0.0005264491,0.000703624,0.008613861],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9813697,"threshold_uncertainty_score":0.9684064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4354830909118247,"score_gpt":0.5149408551747298,"score_spread":0.07945776426290502,"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."}}