{"id":"W2401484856","doi":"","title":"Promoting College Access and Success for All Students: The Promise of New Technology","year":2014,"lang":"en","type":"article","venue":"ScholarlyCommons (University of Pennsylvania)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Education Sciences; Athabasca University; University of Pennsylvania; Bill and Melinda Gates Foundation; U.S. Department of Education","keywords":"Higher education; Public relations; Medical education; Mathematics education; Pedagogy; Computer science; Engineering ethics; Internet privacy; Sociology; Psychology; Political science; Engineering; Medicine; Economic growth; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001318538,0.00007639692,0.0002115177,0.000175431,0.0006837902,0.00008736512,0.001220119,0.0001180191,0.00004612748],"category_scores_gemma":[0.0003497917,0.00007544812,0.00005615066,0.000471931,0.0003685793,0.000694594,0.0002488875,0.0001432509,0.000003013623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003606094,"about_ca_system_score_gemma":0.0002092922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005019622,"about_ca_topic_score_gemma":0.007414754,"domain_scores_codex":[0.9990552,0.0001806164,0.0001407996,0.0001751535,0.0002473231,0.0002008809],"domain_scores_gemma":[0.9989241,0.0002012487,0.0002739773,0.0002570383,0.0002328448,0.0001108117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006261536,0.0002267934,0.6175473,0.0001562548,0.0001324399,8.988558e-7,0.1401511,8.820726e-7,0.0007847543,0.2228685,0.006197107,0.01187134],"study_design_scores_gemma":[0.002897107,0.0003244595,0.1892201,0.0002146134,0.0001949088,0.000004267234,0.1385515,0.00005023319,0.0003190517,0.02059508,0.6472358,0.0003928235],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803288,0.00006484662,0.0002937617,0.01563466,0.0001028438,0.0007189708,0.00002561229,0.00003050407,0.002800015],"genre_scores_gemma":[0.9972523,0.00002762824,0.0008142031,0.00004841882,0.00007190067,0.000001796213,0.00000183068,0.00000650623,0.001775431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6410387,"threshold_uncertainty_score":0.7588201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04519399991661811,"score_gpt":0.3566516568956554,"score_spread":0.3114576569790373,"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."}}