{"id":"W1843028438","doi":"10.22230/src.2012v3n1a46","title":"Beyond Remediation: The Role of Textual Studies in Implementing New Knowledge Environments","year":2012,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Victoria; University of Saskatchewan; Acadia University; University of Toronto","funders":"","keywords":"Knowledge base; Focus (optics); Architecture; World Wide Web; Knowledge management; Computer science; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03865154,0.0005762231,0.0006080418,0.00416191,0.008734779,0.02736876,0.003946569,0.004869986,0.006494516],"category_scores_gemma":[0.1108067,0.0004401273,0.0006134087,0.002250602,0.03588487,0.03177308,0.01593108,0.004489522,0.001000376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005706432,"about_ca_system_score_gemma":0.009203099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002289677,"about_ca_topic_score_gemma":0.003315001,"domain_scores_codex":[0.9419414,0.04714185,0.001661753,0.001809885,0.006061393,0.001383667],"domain_scores_gemma":[0.8218606,0.1411785,0.008869167,0.01586528,0.008096686,0.004129855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001476003,0.0005685191,0.002991429,0.001688726,0.0000297598,0.0007020137,0.4143005,0.0006034032,0.002093975,0.3187718,0.00667859,0.2514236],"study_design_scores_gemma":[0.0001650517,0.0005667717,0.003020692,0.004950826,0.00008737252,0.0008776926,0.3883809,0.001639122,0.005361087,0.1737736,0.4210379,0.0001390441],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2522332,0.02020126,0.161613,0.1055228,0.00247057,0.0008908954,0.00007942445,0.001434999,0.4555538],"genre_scores_gemma":[0.9256451,0.00481259,0.04585411,0.003940239,0.0004283007,0.0004846403,0.00005666319,0.0004457966,0.01833257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9726312,"threshold_uncertainty_score":0.2044113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2272091745214973,"score_gpt":0.3919627306256404,"score_spread":0.1647535561041431,"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."}}