{"id":"W6991833854","doi":"","title":"Impact of College Rankings on Institutional Decision Making: Four Country Case Studies","year":2009,"lang":"en","type":"report","venue":"Issue Lab (Candid)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Quality (philosophy); Ranking (information retrieval); Resource allocation; Strategic planning","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00478822,0.0003116849,0.0002870242,0.001171408,0.002222078,0.003514704,0.0006927826,0.0009403191,0.005557009],"category_scores_gemma":[0.01052387,0.0001789998,0.000508756,0.003129355,0.001809094,0.001586418,0.002311724,0.001859528,0.0003455616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006404236,"about_ca_system_score_gemma":0.003382936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1215245,"about_ca_topic_score_gemma":0.2118497,"domain_scores_codex":[0.9963143,0.00231937,0.00006540048,0.0001129135,0.0002566644,0.0009312677],"domain_scores_gemma":[0.9848686,0.01016667,0.00161143,0.0006808992,0.001519488,0.001152941],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.003611079,0.005027184,0.6433989,0.0006259508,0.000558559,0.008424668,0.02552377,0.0488748,0.001610402,0.06674509,0.05565233,0.1399471],"study_design_scores_gemma":[0.001173179,0.001365738,0.6176961,0.0004440554,0.0006508326,0.001039993,0.2621246,0.02937936,0.005006194,0.01224592,0.06853357,0.0003404931],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610682,0.0003027937,0.0006161882,0.001839252,0.00001830871,0.0001115499,0.0003551602,0.00001456465,0.03567399],"genre_scores_gemma":[0.9969637,0.0002236723,0.0005407908,0.0001424583,0.000004287002,0.00003310604,0.0001176055,0.000004954915,0.00196945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9952118,"threshold_uncertainty_score":0.2416343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06036155021577037,"score_gpt":0.4021565002594027,"score_spread":0.3417949500436323,"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."}}