{"id":"W1954315420","doi":"10.22230/src.2012v3n1a45","title":"Implementing New Knowledge Environments: Year One Research Foundations","year":2012,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Acadia University; University of Alberta; University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Knowledge management; Reading (process); Foundation (evidence); Work (physics); Computer science; Digital library; World Wide Web; Engineering ethics; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03632066,0.001194434,0.001199714,0.005201817,0.006699413,0.02459196,0.004412909,0.005651148,0.008312429],"category_scores_gemma":[0.05046888,0.001103756,0.0008752705,0.005283872,0.02224632,0.02748534,0.01010976,0.009606634,0.001104442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01311526,"about_ca_system_score_gemma":0.02069195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007153879,"about_ca_topic_score_gemma":0.00688788,"domain_scores_codex":[0.9846942,0.007170205,0.001103089,0.00282742,0.002788971,0.001416153],"domain_scores_gemma":[0.892337,0.06472971,0.00640449,0.0116344,0.01188017,0.01301429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001462738,0.001469124,0.004870758,0.001241986,0.00005495489,0.0002460079,0.01496338,0.00110463,0.001167471,0.8387777,0.007001171,0.1289565],"study_design_scores_gemma":[0.0001485438,0.00273685,0.01414895,0.007411451,0.0001453666,0.0008068854,0.04143471,0.004713975,0.008347445,0.2969773,0.6227999,0.000328554],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.172123,0.1589601,0.1850154,0.09805461,0.009284943,0.002257898,0.001433233,0.001143684,0.371727],"genre_scores_gemma":[0.7795877,0.06986887,0.1198476,0.00659959,0.001192404,0.001549453,0.0005840643,0.0003891575,0.02038115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.975408,"threshold_uncertainty_score":0.1920844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4297222327146878,"score_gpt":0.4341288272517094,"score_spread":0.00440659453702158,"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."}}