{"id":"W7107951974","doi":"10.20381/ruor-31568","title":"Literature in a \"Digital Ecology\": Interdisciplinary Digital Collaboration in Contemporary English Canadian Literature","year":2025,"lang":"en","type":"dissertation","venue":"University of Ottawa - Library","topic":"Ecocriticism and Environmental Literature","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Generative grammar; Citizen journalism; Relevance (law); Space (punctuation); Close reading","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"],"consensus_categories":[],"category_scores_codex":[0.00003707864,0.0003367137,0.000452085,0.001243773,0.00016438,0.0008923548,0.0003940357,0.0005608976,0.0005409223],"category_scores_gemma":[0.00002461145,0.0003908412,0.0001391574,0.0003747621,0.0001209312,0.005660993,0.0001274217,0.0007652688,0.00001246876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396567,"about_ca_system_score_gemma":0.0005011623,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005528106,"about_ca_topic_score_gemma":0.1340328,"domain_scores_codex":[0.9987704,0.00003968001,0.0003371529,0.0004434288,0.0001288211,0.000280575],"domain_scores_gemma":[0.9993556,0.00006100645,0.0001416379,0.0002306019,0.00008332619,0.0001278481],"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":[0.0007138199,0.0005813485,0.04473507,0.001869965,0.0001412117,0.003507453,0.5860302,0.0000162768,0.000003913434,0.09847827,0.2626502,0.001272305],"study_design_scores_gemma":[0.001627845,0.0002233678,0.01435223,0.005363,0.00002733536,0.000003657197,0.1595267,0.00003044894,0.00001194125,0.005085412,0.8129001,0.0008479521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2506017,0.002568997,4.827018e-8,0.0005190289,0.0009874934,0.0004024541,0.0102714,0.00005119742,0.7345977],"genre_scores_gemma":[0.8303988,0.00006607276,0.00001733276,0.000136698,0.0001661592,0.000001491598,0.0455004,0.00002567941,0.1236873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6109104,"threshold_uncertainty_score":0.9998543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005296120489303282,"score_gpt":0.1802108793669335,"score_spread":0.1749147588776302,"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."}}