{"id":"W4394701261","doi":"10.25071/vya4hc78","title":"Canadian Studies at a small, undergraduate, Atlantic university: Looking to the future","year":2007,"lang":"en","type":"article","venue":"Canada Watch","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Mathematics education; Psychology; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003515528,0.00006955711,0.00009735309,0.0001440684,0.002920368,0.00007702938,0.0003261817,0.00005209935,0.00008734006],"category_scores_gemma":[0.00005166078,0.000074733,0.00003152357,0.0004984323,0.0001519775,0.00004781799,0.00003969644,0.0001109448,0.00003447756],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01627982,"about_ca_system_score_gemma":0.006394988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999771,"about_ca_topic_score_gemma":1,"domain_scores_codex":[0.9989657,0.0000506776,0.00007579396,0.0001572555,0.0002484437,0.0005021764],"domain_scores_gemma":[0.9990829,0.00006950473,0.00002662357,0.0001538876,0.00009157066,0.0005754802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003493381,0.000001125382,0.002506699,0.000005001608,0.00002842954,0.0002914728,0.006470765,0.000006222303,0.000001712036,0.003596733,0.9842906,0.002797769],"study_design_scores_gemma":[0.00004559365,0.000003600564,0.002773034,0.000009026117,0.00001568829,0.000002014063,0.03043146,2.409497e-7,0.000001193448,0.00005623226,0.9665566,0.0001052866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2262157,0.001482549,0.000008173527,0.7110471,0.003246253,0.0003521575,0.00003547392,0.00003744306,0.05757522],"genre_scores_gemma":[0.8455368,0.000354248,0.00001559002,0.004177816,0.0007167,8.257089e-7,0.000004673924,0.00001000016,0.1491833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7068692,"threshold_uncertainty_score":0.9992378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017884861427512,"score_gpt":0.2050610356180775,"score_spread":0.1948821870038024,"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."}}