{"id":"W2088107034","doi":"10.1145/1871854.1871864","title":"Implementing new knowledge environments","year":2010,"lang":"en","type":"article","venue":"","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Work (physics); Computer science; Knowledge management; Reading (process); Foundation (evidence); Digital library; Project team; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02877105,0.0007354901,0.0005449937,0.001609156,0.002970856,0.01891519,0.004724816,0.003451237,0.009163451],"category_scores_gemma":[0.03685674,0.0008421346,0.0008977118,0.001160693,0.004777326,0.02447142,0.01419168,0.002618165,0.002723743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002168461,"about_ca_system_score_gemma":0.005694343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000843936,"about_ca_topic_score_gemma":0.001525188,"domain_scores_codex":[0.976584,0.01260254,0.001789429,0.002796323,0.004550127,0.001677706],"domain_scores_gemma":[0.960146,0.01664913,0.003018065,0.01122178,0.004363714,0.004601329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003112431,0.002667494,0.01216755,0.001568272,0.0001638465,0.001437374,0.06476562,0.006462742,0.00899042,0.3111455,0.02203112,0.5682887],"study_design_scores_gemma":[0.00018581,0.0008543917,0.004104527,0.001138361,0.0001307623,0.001119216,0.04012324,0.01162073,0.01017065,0.08788136,0.8424748,0.000196234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1675452,0.001860423,0.6707832,0.01129704,0.001481726,0.001519548,0.0002871332,0.01112866,0.134097],"genre_scores_gemma":[0.2986178,0.001088266,0.675017,0.001186162,0.0001756607,0.0006481927,0.0006304483,0.000891559,0.02174477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02877105,"threshold_uncertainty_score":0.1521577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05204137209495022,"score_gpt":0.2488894435862145,"score_spread":0.1968480714912642,"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."}}