{"id":"W1972077167","doi":"10.4018/jitwe.2009100601","title":"SWAMI","year":2009,"lang":"en","type":"article","venue":"International Journal of Information Technology and Web Engineering","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Swami; Computer science; World Wide Web; Task (project management); Human–computer interaction; Process (computing); Representation (politics); Work (physics); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015394,0.00004719555,0.0000720836,0.0008205551,0.00001459212,0.00007268848,0.0004413243,0.00005815563,0.000001288322],"category_scores_gemma":[0.00004200449,0.00004060808,0.00002334703,0.0001484569,0.000006140164,0.001375573,0.00004139728,0.0001242745,0.000002316805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002191561,"about_ca_system_score_gemma":0.00001657244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.550693e-7,"about_ca_topic_score_gemma":4.081511e-8,"domain_scores_codex":[0.999518,0.000002398623,0.0002728933,0.00002768212,0.0001212084,0.00005786304],"domain_scores_gemma":[0.9995828,0.00001060589,0.0001519978,0.00006439153,0.0001690534,0.00002115494],"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":[0.000002293606,0.000008062664,0.0002413817,0.000002845961,0.00002537461,0.00000886311,0.0001086018,0.0001646404,0.0008994627,0.7390687,0.0004150026,0.2590548],"study_design_scores_gemma":[0.002174002,0.0008426288,0.01128902,0.0004513194,0.00001167517,0.007012203,0.0001610869,0.2125968,0.05192044,0.08540674,0.6275436,0.0005904704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009855156,0.0001134949,0.9816869,0.00677329,0.0004676169,0.00002430515,4.223183e-7,0.0001306364,0.0009481048],"genre_scores_gemma":[0.9464844,0.00007357092,0.05320562,0.0001951022,0.00003439996,6.301047e-7,2.842079e-7,8.227652e-7,0.000005139876],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9366293,"threshold_uncertainty_score":0.165595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002935826494191794,"score_gpt":0.2050668892119552,"score_spread":0.2021310627177633,"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."}}