{"id":"W2580505567","doi":"10.1257/rct.810-3.0","title":"Texting Students to Help Achieve Their Goals","year":2015,"lang":"en","type":"dataset","venue":"AEA Randomized Controlled Trials","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Mathematics education; World Wide Web; Psychology","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":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.05884898,0.001252524,0.01883185,0.0006399009,0.0002177797,0.0004065635,0.002155026,0.001079621,0.01467629],"category_scores_gemma":[0.03112718,0.0006891885,0.00363876,0.0004383162,0.0001503297,0.00008087893,0.0003036488,0.0009650358,0.007742282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001543495,"about_ca_system_score_gemma":0.0003157599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003575384,"about_ca_topic_score_gemma":0.00003015419,"domain_scores_codex":[0.9685496,0.0220578,0.005452802,0.001409672,0.001531045,0.0009990553],"domain_scores_gemma":[0.9497986,0.04396665,0.003526946,0.001457489,0.0005674599,0.0006828323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4096766,0.0008161803,0.000005754646,0.00001005586,0.006156138,0.00001877608,0.0001760491,0.000002332083,0.000005803208,0.0001119278,0.5820942,0.000926141],"study_design_scores_gemma":[0.5415162,0.0002114656,0.00001646592,0.00009756487,0.001772464,0.000006993849,0.0001996564,4.027039e-7,7.273114e-7,0.003437606,0.4522713,0.0004692001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001463777,0.00396232,0.00009115026,0.003272614,0.01496667,0.0200609,0.9466105,0.00012304,0.009449051],"genre_scores_gemma":[0.002257357,0.0004333195,0.0001670833,0.007197313,0.006216615,0.01948025,0.9467041,0.00009633143,0.01744765],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1318396,"threshold_uncertainty_score":0.9995559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11367487000037,"score_gpt":0.4751930426452955,"score_spread":0.3615181726449255,"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."}}