{"id":"W3000878669","doi":"","title":"The experiences of first-generation Punjabi students at Simon Fraser University","year":2019,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"South Asian Studies and Diaspora","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Geography","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001207387,0.0003850544,0.0004435054,0.0002951915,0.001753002,0.0001342066,0.0009028364,0.0002310121,0.001170622],"category_scores_gemma":[0.00002596595,0.000343976,0.0003006792,0.0002137901,0.0002654935,0.0003480965,0.0002005342,0.000243232,0.0001543448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002463399,"about_ca_system_score_gemma":0.00008490688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007566417,"about_ca_topic_score_gemma":0.5302526,"domain_scores_codex":[0.9981585,0.00009631597,0.0002747706,0.0005206146,0.0005837362,0.0003660409],"domain_scores_gemma":[0.9984452,0.0001446419,0.0004688005,0.0004807347,0.0003534823,0.0001071707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002456133,0.0005810827,0.5162759,0.0004693582,0.001398376,0.0002406569,0.1509762,0.00008865675,0.000002443748,0.0269388,0.2987267,0.001845739],"study_design_scores_gemma":[0.0005057918,0.0000736685,0.0003366258,0.00004302718,0.0001298497,2.882324e-10,0.5797247,0.00001813728,0.0001077183,0.000007150206,0.418815,0.000238255],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.920612,0.0004346996,0.000002231151,0.00005043995,0.002521956,0.0004436621,0.0001226152,0.00005735831,0.07575502],"genre_scores_gemma":[0.8027228,0.0004221867,0.000003161137,0.00002382082,0.0002385155,0.000001414346,0.0005380722,0.00002695118,0.196023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.529496,"threshold_uncertainty_score":0.9999012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02018814329156295,"score_gpt":0.2176858516707079,"score_spread":0.1974977083791449,"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."}}