{"id":"W1561551670","doi":"10.2139/ssrn.2597997","title":"College Expansion and Curriculum Choice","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"School Choice and Performance","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Curriculum; Mathematics education; Political science; Sociology; Psychology; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002418114,0.00007700971,0.00009645346,0.00005935919,0.0005321652,0.00006847175,0.0001823637,0.00007037694,0.00002666742],"category_scores_gemma":[0.000261925,0.00006563991,0.00003182245,0.0002275408,0.00007570253,0.0004978959,0.00002190695,0.0008635149,0.00005070884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000525318,"about_ca_system_score_gemma":0.003030803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00164184,"about_ca_topic_score_gemma":0.02285042,"domain_scores_codex":[0.9979356,0.0001187939,0.0001277299,0.0001135205,0.0003700717,0.00133431],"domain_scores_gemma":[0.9994551,0.00003796008,0.00007191608,0.00007088938,0.0001276579,0.0002364831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007845281,0.0001745309,0.433757,0.000009194941,0.000104762,0.00001322629,0.01071764,0.00002161684,0.0001242533,0.4737652,0.02879209,0.05244202],"study_design_scores_gemma":[0.002060619,0.0005584114,0.008443462,0.00004594368,0.00004642122,0.0002695251,0.09254655,0.0001336735,0.00003359313,0.2196422,0.6757668,0.0004528404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799373,0.004816798,0.0001013481,0.003138962,0.0004127995,0.00007838145,9.324074e-7,0.00003243704,0.0114811],"genre_scores_gemma":[0.987784,0.006086463,0.0000403956,0.0001634041,0.001561283,0.000002587596,5.953583e-7,0.000007556165,0.004353762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6469747,"threshold_uncertainty_score":0.99498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01842800813602368,"score_gpt":0.3036222178413973,"score_spread":0.2851942097053736,"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."}}