{"id":"W4365816893","doi":"10.15402/esj.v8i4.70789","title":"From the Ground Up: Critical Reflections About Co-Constructing A New Non-Profit Sector Undergraduate Certificate","year":2023,"lang":"en","type":"article","venue":"Engaged Scholar Journal Community-Engaged Research Teaching and Learning","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Certificate; Scholarship; Operationalization; Engaged scholarship; Public relations; Sociology; Incentive; Pedagogy; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7422159,0.0003663909,0.0004367127,0.0005728219,0.6843044,0.005226707,0.001991519,0.0003058524,0.0003118154],"category_scores_gemma":[0.595356,0.0003175111,0.0002191885,0.00157969,0.0009771038,0.001154796,0.0007747106,0.651388,0.0003042058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004111202,"about_ca_system_score_gemma":0.0006443824,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03833384,"about_ca_topic_score_gemma":0.002453611,"domain_scores_codex":[0.3828812,0.6141039,0.0004498919,0.0002803587,0.001223383,0.001061307],"domain_scores_gemma":[0.6653068,0.3328087,0.0001830975,0.0007000457,0.000357727,0.0006436376],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007130537,0.0000542833,0.002409259,0.00002897123,0.0001831517,0.00003104564,0.954245,0.0002253303,0.005612499,0.0004352868,0.00544727,0.03125659],"study_design_scores_gemma":[0.0006681807,0.0001539177,0.006611586,0.0004114618,0.00004483216,0.00003811221,0.8753653,0.0002733003,0.00005719801,0.002907339,0.1131508,0.0003180196],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665464,0.0005339473,0.0008461839,0.01544394,0.0008875371,0.0003244693,0.000005446497,0.0006228306,0.01478925],"genre_scores_gemma":[0.9871225,0.0007663884,0.001902424,0.0002605955,0.001556514,0.00002411657,0.00004140014,0.00009392624,0.008232188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6833273,"threshold_uncertainty_score":0.9999277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4087472813262333,"score_gpt":0.4881580910984272,"score_spread":0.07941080977219395,"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."}}