{"id":"W1828541503","doi":"10.22230/src.2012v3n1a51","title":"Interfacing the Collection","year":2012,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Persona Design and Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"World Wide Web; Computer science; Interfacing; sort; Digital collections; Digital library; Interface (matter); Data science; Information retrieval","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003981139,0.00003811418,0.00003501675,0.00008765457,0.001468263,0.000756018,0.0008797004,0.00003631906,0.000004044141],"category_scores_gemma":[0.0002188359,0.00002611447,0.00001313829,0.000620758,0.0001273094,0.001600194,0.0007365292,0.0006263151,0.00005781392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004191025,"about_ca_system_score_gemma":0.00003376683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007888435,"about_ca_topic_score_gemma":0.0000132844,"domain_scores_codex":[0.998732,0.0006310358,0.00007875659,0.00009306067,0.0002624721,0.0002027225],"domain_scores_gemma":[0.998586,0.0003496735,0.00002161815,0.0007578019,0.0002125883,0.00007232913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006649429,0.0001201424,0.002804014,0.00000771068,0.00001418342,8.631807e-8,0.011537,9.679765e-7,0.02124644,0.8382664,0.007120196,0.1188762],"study_design_scores_gemma":[0.001105618,0.0002620705,0.2918052,0.0001762276,0.0000162432,0.0001343588,0.007065995,0.04041602,0.02965978,0.2176698,0.4110319,0.0006568352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4966254,0.03045664,0.2688176,0.134585,0.0002502583,0.001499743,0.000002193279,0.0003972924,0.06736591],"genre_scores_gemma":[0.9931343,0.0004910587,0.005694498,0.0001142536,0.00002749867,0.00007706127,0.000001077269,0.000002657609,0.0004575729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6205966,"threshold_uncertainty_score":0.9998317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1421222524111804,"score_gpt":0.3897235765990459,"score_spread":0.2476013241878655,"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."}}