{"id":"W7101217644","doi":"","title":"Author manuscript, published in "Culture and Identity in Knowledge Organization, Montréal: Canada (2008)" Information Filtering as a Knowledge Organization process: techniques and evaluation","year":2010,"lang":"en","type":"article","venue":"","topic":"Information Architecture and Usability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dimension (graph theory); Point (geometry); Identity (music); Knowledge organization; Field (mathematics); Order (exchange); Information system; Knowledge-based systems","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":[0.002322861,0.000505619,0.0007981806,0.002075428,0.003471144,0.008617588,0.00111773,0.001350278,0.1934152],"category_scores_gemma":[0.008628562,0.0003493342,0.0003686492,0.006048158,0.002008747,0.002481103,0.001238303,0.001303965,0.02622946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01141443,"about_ca_system_score_gemma":0.01422396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5435653,"about_ca_topic_score_gemma":0.721487,"domain_scores_codex":[0.9990832,0.0001531777,0.00004692004,0.0001519001,0.00044288,0.0001218553],"domain_scores_gemma":[0.9935712,0.001513849,0.0001600249,0.0003810451,0.003713235,0.000660779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001328972,0.00007661269,0.004024243,0.0005761976,0.00004483404,0.0001920044,0.00237441,0.0004440577,0.0004641403,0.02024614,0.8224292,0.1489954],"study_design_scores_gemma":[0.00001932697,0.00002609212,0.00919082,0.0005236661,0.00002587187,0.00009977724,0.001943705,0.0003693634,0.0004053923,0.003369309,0.9839988,0.00002781495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01987938,0.08209839,0.01282118,0.09879199,0.04418356,0.0004501432,0.01394171,0.001028757,0.7268049],"genre_scores_gemma":[0.0591879,0.02949996,0.006380078,0.003253331,0.001825469,0.0001469362,0.003931085,0.000549606,0.8952256],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5435653,"threshold_uncertainty_score":0.9182454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009405597027745021,"score_gpt":0.2723103718478499,"score_spread":0.2629047748201049,"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."}}