{"id":"W2414277173","doi":"10.1002/pam.22115","title":"Keeping College Options Open: A Field Experiment to Help all High School Seniors Through the College Application Process","year":2019,"lang":"en","type":"article","venue":"Journal of Policy Analysis and Management","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Sugar Research and Development Corporation","keywords":"Curriculum; Medical education; Salient; Mathematics education; Process (computing); Community college; Bridging (networking); Psychology; Computer science; Medicine; Pedagogy; Computer security","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":[0.009998408,0.001098052,0.0009037959,0.0007850377,0.002635779,0.001426826,0.00269606,0.002776615,0.007624811],"category_scores_gemma":[0.01414195,0.001268506,0.0007608656,0.0005632473,0.002004334,0.001671922,0.001229402,0.003241705,0.0008446863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081564,"about_ca_system_score_gemma":0.002812761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002614837,"about_ca_topic_score_gemma":0.004082994,"domain_scores_codex":[0.9956074,0.00252746,0.0002680263,0.000572514,0.0004001741,0.0006243624],"domain_scores_gemma":[0.9719523,0.01986671,0.001899859,0.001798226,0.0008583343,0.003624627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.04250333,0.8620952,0.01113587,0.0005968355,0.0001422333,0.0003546167,0.0116618,0.001792806,0.0180124,0.001054438,0.00282455,0.04782596],"study_design_scores_gemma":[0.06866167,0.8224784,0.0540383,0.0002149875,0.0003522816,0.0001385638,0.01418449,0.009590372,0.01714041,0.00277813,0.01016224,0.000260128],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970719,0.000008466845,0.0003631615,0.0001331047,0.00003000074,0.001475782,0.00008633974,0.00003242947,0.0007988403],"genre_scores_gemma":[0.9770529,0.00006074584,0.009010492,0.0006093654,0.00007127488,0.009627451,0.0002084848,0.00002370521,0.003335403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009998408,"threshold_uncertainty_score":0.05287731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02531550255593016,"score_gpt":0.4303151643949957,"score_spread":0.4049996618390656,"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."}}