{"id":"W7103452680","doi":"","title":"Teaming Up Without Selling Out: The Scopus⢠Student Ambassador Program at the University of Waterloo","year":2011,"lang":"","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Outreach; Promotion (chess); Term (time); Work (physics); Program evaluation","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001664115,0.0005836094,0.0007009846,0.0004093361,0.003762785,0.000312333,0.004954362,0.0003566645,0.00122505],"category_scores_gemma":[0.000055223,0.000493671,0.0006059438,0.001644706,0.001695174,0.004138929,0.004278739,0.0008517214,0.0003949121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003709621,"about_ca_system_score_gemma":0.000485627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004179637,"about_ca_topic_score_gemma":0.001156587,"domain_scores_codex":[0.9951432,0.0007450501,0.0005229418,0.001114283,0.001526635,0.0009478781],"domain_scores_gemma":[0.9964704,0.0002690024,0.0009758358,0.001446444,0.0004394323,0.0003989216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001646102,0.001025725,0.6758896,0.000234108,0.001035789,0.000132824,0.2895953,0.0001010818,0.001014889,0.0006679681,0.001298739,0.02735784],"study_design_scores_gemma":[0.004634622,0.001230789,0.8787774,0.0007376844,0.0006115704,0.00005397515,0.05490967,0.001737461,0.01361078,0.000428483,0.04175298,0.001514555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799204,0.000457249,0.0007548818,0.0008302972,0.0008398372,0.001319582,0.00002816481,0.0001704868,0.01567905],"genre_scores_gemma":[0.8952928,0.0001783405,0.002160447,0.00008503284,0.00005380964,6.120941e-7,0.000009569434,0.00003187009,0.1021876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2346856,"threshold_uncertainty_score":0.9997515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04257227460102032,"score_gpt":0.2248922942814346,"score_spread":0.1823200196804143,"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."}}