{"id":"W1927984393","doi":"10.1177/075910630910100102","title":"A Behavioural Approach to Ranking Academic Departments By Prestige: The Case Of Sociology in English-Speaking Canada","year":2009,"lang":"en","type":"article","venue":"Bulletin of Sociological Methodology/Bulletin de Méthodologie Sociologique","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Prestige; Reputation; Credibility; Sociology; Dominance (genetics); Citation; Ranking (information retrieval); Publication; Social science; Political science; Law; Linguistics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.005341186,0.0003508777,0.0004680529,0.004797605,0.01114798,0.005196063,0.0026837,0.001303915,0.002471337],"category_scores_gemma":[0.01725772,0.0002518347,0.0004203453,0.009566188,0.007617388,0.001597216,0.002613503,0.001469685,0.0001968007],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0650982,"about_ca_system_score_gemma":0.0438864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9834914,"about_ca_topic_score_gemma":0.9901046,"domain_scores_codex":[0.9932903,0.002810555,0.0001874439,0.0003629661,0.001595223,0.001753495],"domain_scores_gemma":[0.9875371,0.004290252,0.001174359,0.000471008,0.00468403,0.001843259],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001986484,0.0003303868,0.4688364,0.0003260923,0.000138253,0.004518961,0.1911512,0.007701944,0.001892082,0.2367187,0.007893748,0.08029354],"study_design_scores_gemma":[0.00005721549,0.0001169924,0.4946586,0.0001985763,0.0001302401,0.001045943,0.407204,0.02952728,0.0009231383,0.03663921,0.0292875,0.0002112882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9224086,0.0005529375,0.00876956,0.01099863,0.00003190416,0.000307405,0.0004800913,0.00004716901,0.05640369],"genre_scores_gemma":[0.9914235,0.000226644,0.004020091,0.0002799195,0.000008594922,0.00004127959,0.00007599346,0.00001160805,0.003912172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9952024,"threshold_uncertainty_score":0.4723227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2291726799341373,"score_gpt":0.4061760047408798,"score_spread":0.1770033248067426,"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."}}