{"id":"W2766067906","doi":"10.21083/surg.v9i2.4084","title":"Two undergraduate-involved projects featured at What We Know: Research and Insight on Guelph-Wellington","year":2017,"lang":"en","type":"article","venue":"SURG Journal","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Downtown; Event (particle physics); Scholarship; Library science; Geography; Political science; Computer science; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004030071,0.0001388772,0.0001996252,0.0002497478,0.04032343,0.001670045,0.0004663969,0.0001740703,0.00006509345],"category_scores_gemma":[0.00004403161,0.0001001183,0.00006181109,0.0001563015,0.000653431,0.000916059,0.000009491981,0.0007857198,0.00009033965],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005509587,"about_ca_system_score_gemma":0.006421162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01548928,"about_ca_topic_score_gemma":0.5818309,"domain_scores_codex":[0.9969594,0.000760046,0.0002456411,0.0002887962,0.000924691,0.0008214639],"domain_scores_gemma":[0.9980716,0.0003373245,0.0002620187,0.0003494993,0.0005358362,0.000443783],"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":[0.0004153871,0.0007295183,0.0117182,0.0001168024,0.00009419669,0.0002143329,0.7921338,0.000002775534,0.00006558675,0.1677522,0.006285277,0.0204719],"study_design_scores_gemma":[0.0005421366,0.0002071816,0.001441134,0.0004391321,0.000007827977,0.00002423018,0.01141428,0.000004891243,0.0005315996,0.02082842,0.9643828,0.0001763262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8273647,0.00791052,0.000002598542,0.01515625,0.00420961,0.0005755591,0.000001536681,0.00003160005,0.1447476],"genre_scores_gemma":[0.6825755,0.287755,0.00006902738,0.000029495,0.002261749,0.000001637883,0.000002572334,0.00001632008,0.02728867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9580976,"threshold_uncertainty_score":0.9993663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011015708264338,"score_gpt":0.4055830044352627,"score_spread":0.304481433608829,"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."}}