{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01000445,0.0006820955,0.0005381628,0.002321783,0.02176933,0.02171827,0.003457277,0.003572783,0.008754594],"category_scores_gemma":[0.01456313,0.0007146022,0.0006406106,0.001882099,0.011534,0.009497638,0.008563633,0.007101275,0.001449755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0218013,"about_ca_system_score_gemma":0.02628306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3221906,"about_ca_topic_score_gemma":0.6787395,"domain_scores_codex":[0.989943,0.00611075,0.0001193707,0.000595195,0.001426726,0.001804824],"domain_scores_gemma":[0.99155,0.00237586,0.0004251876,0.0003936385,0.001439368,0.003816036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001548884,0.001015828,0.02270646,0.0004473689,0.00009154127,0.001630048,0.6863754,0.0002956418,0.001114633,0.03010507,0.1352086,0.1208545],"study_design_scores_gemma":[0.00005386182,0.0001277067,0.01255448,0.0006994982,0.00005076224,0.0002568359,0.5741485,0.0004928952,0.0004321149,0.006063282,0.4049861,0.000134056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.578672,0.005177998,0.004538761,0.1827324,0.004137246,0.0006990274,0.0002621959,0.0004909348,0.2232895],"genre_scores_gemma":[0.8763449,0.003869768,0.004504538,0.02792099,0.0002604656,0.0003770066,0.0002095868,0.000439928,0.08607276],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6778094,"threshold_uncertainty_score":0.6406305,"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."}}