{"id":"W3009267253","doi":"10.25894/sa.116","title":"Review of The Road Ahead for America’s Colleges and Universities","year":2020,"lang":"en","type":"article","venue":"aperio","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.004912093,0.0005068784,0.0007233439,0.002778216,0.00159901,0.005403291,0.001068245,0.003696869,0.008573691],"category_scores_gemma":[0.0119139,0.0002522637,0.0005673403,0.003382643,0.001718721,0.004072036,0.002168286,0.004091235,0.001426128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005797204,"about_ca_system_score_gemma":0.02392296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0170546,"about_ca_topic_score_gemma":0.04979995,"domain_scores_codex":[0.9975297,0.00076821,0.0001997411,0.0001822447,0.0009644697,0.0003556396],"domain_scores_gemma":[0.9893609,0.00324555,0.0008384357,0.0002563034,0.004821308,0.001477494],"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":[0.00003576982,0.00001941374,0.0004809599,0.002837384,0.00003778792,0.00007844861,0.0003375637,0.0001775558,0.0001760775,0.04233903,0.7621928,0.1912873],"study_design_scores_gemma":[0.000003285107,0.000007377688,0.001060375,0.001722555,0.00001074959,0.0000267303,0.0003366609,0.00001846928,0.00002442019,0.003128069,0.9936562,0.000005028364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007130004,0.6942945,0.0002440306,0.2689738,0.02075288,0.00001413011,0.0001609539,0.0000237206,0.01482299],"genre_scores_gemma":[0.02515482,0.8785437,0.0007823208,0.06100991,0.0180002,0.00003559539,0.0003188428,0.00003084139,0.01612373],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0170546,"threshold_uncertainty_score":0.04206187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02372874965727602,"score_gpt":0.306421314357624,"score_spread":0.282692564700348,"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."}}