{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001222795,0.001109752,0.0005855117,0.001798557,0.001683014,0.003489648,0.002192228,0.001751021,0.2281],"category_scores_gemma":[0.004414367,0.0006566469,0.0008676647,0.001266525,0.0005654368,0.003871689,0.003694311,0.001787717,0.1421378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007829731,"about_ca_system_score_gemma":0.001494936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002500614,"about_ca_topic_score_gemma":0.005578611,"domain_scores_codex":[0.9990156,0.0001192117,0.00006363489,0.0001974824,0.0004938738,0.000110256],"domain_scores_gemma":[0.9983211,0.0002873252,0.00007724563,0.0003827561,0.0006098297,0.0003217009],"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":[0.000265467,0.0001023025,0.0007344551,0.000427503,0.00003222733,0.0002679546,0.0004720717,0.001381178,0.009147383,0.03497866,0.5745615,0.3776294],"study_design_scores_gemma":[0.00002039468,0.00004048984,0.0002792219,0.00005778805,0.000009886738,0.0001655737,0.00007994335,0.001938581,0.001701159,0.006154288,0.9895328,0.00001983233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008834595,0.003417348,0.213338,0.006934575,0.005196402,0.0008102133,0.00942751,0.06317203,0.6888693],"genre_scores_gemma":[0.04864854,0.004109508,0.1390864,0.003341274,0.000942571,0.0009359363,0.02353972,0.009883831,0.7695122],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7719,"threshold_uncertainty_score":0,"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."}}