{"id":"W2762919278","doi":"10.1093/llc/fqx035","title":"Knowledge creation through recommender systems","year":2017,"lang":"en","type":"article","venue":"Digital Scholarship in the Humanities","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadata; Digital humanities; Interpretation (philosophy); World Wide Web; Recommender system; Computer science; Process (computing); Library science; Art","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":[0.00698139,0.001022181,0.001596411,0.003470339,0.001892125,0.004735677,0.002637246,0.002633397,0.008315051],"category_scores_gemma":[0.02462839,0.0009368481,0.001431364,0.003479644,0.001084492,0.006929567,0.002967073,0.002185639,0.003436547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001427304,"about_ca_system_score_gemma":0.001838934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01195882,"about_ca_topic_score_gemma":0.02151817,"domain_scores_codex":[0.9944722,0.002809252,0.0003460356,0.001171338,0.000965309,0.0002358003],"domain_scores_gemma":[0.9821211,0.01151837,0.0007944478,0.002679199,0.002423586,0.0004632526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000424704,0.001008529,0.01856583,0.001197728,0.001199721,0.000460022,0.00320716,0.08524968,0.003743476,0.1018468,0.03901603,0.7440803],"study_design_scores_gemma":[0.0003218495,0.0005015466,0.004823463,0.000437204,0.0007175066,0.0005331118,0.001798083,0.7227167,0.003532772,0.1627405,0.1016692,0.0002080113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08529226,0.009311642,0.8263065,0.008924946,0.000585216,0.001126849,0.001129301,0.002213552,0.06510978],"genre_scores_gemma":[0.5861012,0.004076098,0.3904139,0.001210032,0.0004258719,0.0006420143,0.001497848,0.0001185841,0.01551454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01195882,"threshold_uncertainty_score":0.03692156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1256570374538865,"score_gpt":0.3246402205344504,"score_spread":0.1989831830805639,"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."}}