{"id":"W4400992389","doi":"10.69554/whnv9306","title":"More than fun and games: How New Brunswick Community College used prize giveaways to encourage alumni engagement","year":2017,"lang":"en","type":"article","venue":"Journal of education advancement & marketing.","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Community college; Sociology; Mathematics education; Media studies; Psychology; Public relations; Advertising; Political science; Medical education; Business; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01245108,0.0001854108,0.0002865952,0.000322103,0.002753478,0.0004092952,0.0008756169,0.00007346658,0.0003252216],"category_scores_gemma":[0.01718652,0.0001881405,0.00007676429,0.0003180421,0.0002525539,0.000932016,0.0001635798,0.0005441751,0.000005103092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006383561,"about_ca_system_score_gemma":0.004938965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000642981,"about_ca_topic_score_gemma":0.0007212812,"domain_scores_codex":[0.9964277,0.001686686,0.0005660227,0.0001931653,0.0007966094,0.0003298347],"domain_scores_gemma":[0.9950869,0.001281574,0.00147098,0.0005863662,0.001234915,0.0003392741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006086458,0.002813741,0.1436397,0.0002292735,0.0002930269,0.000005640871,0.1348499,0.00006087896,0.002941055,0.05210569,0.2597944,0.4026581],"study_design_scores_gemma":[0.00051574,0.0001224491,0.2675852,0.0003163475,0.00004258056,0.000006720453,0.1308381,0.000004863355,0.0001398473,0.002098606,0.5981082,0.0002214482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8089556,0.0003681502,0.003875415,0.1646226,0.00616515,0.0009089726,0.000007972356,0.00002295476,0.0150732],"genre_scores_gemma":[0.850929,0.0004173333,0.1285771,0.001295886,0.00178709,0.00002442647,0.000005213856,0.00002357847,0.01694038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4024366,"threshold_uncertainty_score":0.9985448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07441659217501505,"score_gpt":0.4264575081569177,"score_spread":0.3520409159819027,"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."}}