{"id":"W4410566334","doi":"10.4324/9781003318323-11","title":"Canadian literature as data","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005656424,0.00129868,0.001191312,0.01681096,0.01597567,0.02673126,0.003716973,0.003121511,0.1018811],"category_scores_gemma":[0.020146,0.001199584,0.0006489952,0.03677582,0.01338423,0.01015213,0.004142683,0.004338232,0.01793008],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1385889,"about_ca_system_score_gemma":0.2319946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9812284,"about_ca_topic_score_gemma":0.9832719,"domain_scores_codex":[0.9929146,0.001083989,0.0003231001,0.0007820214,0.004004035,0.000892194],"domain_scores_gemma":[0.9879533,0.002798382,0.0002533725,0.00156033,0.006647134,0.0007875316],"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":[0.000006659692,0.000003879078,0.0001093542,0.0001230245,0.000004191744,0.0000366163,0.001496035,0.0001027682,0.00002904294,0.4517127,0.5142634,0.03211239],"study_design_scores_gemma":[9.661338e-7,5.530248e-7,0.00008423082,0.0001206225,0.00000283178,0.00001130351,0.0005094974,0.00002932167,0.00001931137,0.01024055,0.9889746,0.000006283687],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004990008,0.01887042,0.002002284,0.02500431,0.002240737,0.00007486765,0.004960211,0.0003391088,0.9460091],"genre_scores_gemma":[0.04319582,0.04063641,0.007072931,0.009690538,0.001095816,0.0001983649,0.005403655,0.0009761699,0.8917303],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1385889,"threshold_uncertainty_score":0.9991148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01772530806327882,"score_gpt":0.2475367183360002,"score_spread":0.2298114102727214,"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."}}