{"id":"W4400106827","doi":"10.1145/3631700.3658521","title":"Collaborative Team Recommendation for Skilled Users: Objectives, Techniques, and New Perspectives","year":2024,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Universitas Brawijaya","keywords":"Computer science; Recommender system; Knowledge management; Human–computer interaction; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.006840382,0.001766043,0.001997871,0.00303903,0.001274894,0.004468022,0.003951489,0.003220921,0.003782017],"category_scores_gemma":[0.01972553,0.001155812,0.001590846,0.005192927,0.001228658,0.009655742,0.002181287,0.004440523,0.002313392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001812874,"about_ca_system_score_gemma":0.001793092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01857688,"about_ca_topic_score_gemma":0.01915268,"domain_scores_codex":[0.9962556,0.001731105,0.0001963352,0.0009183175,0.0006745384,0.0002240083],"domain_scores_gemma":[0.9850156,0.009612608,0.0006447994,0.002262763,0.001865193,0.0005991198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000378957,0.0006626149,0.01222913,0.001793599,0.0005148657,0.0001846486,0.001416141,0.1498597,0.002288906,0.1152207,0.02510266,0.6903481],"study_design_scores_gemma":[0.00005711535,0.0002741338,0.002371292,0.000454071,0.0001305596,0.0002684875,0.0006774843,0.8705043,0.001310835,0.09808858,0.02575571,0.0001074641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01181977,0.01622318,0.9632471,0.002677339,0.0002289856,0.0001630607,0.0005940038,0.0006030229,0.004443515],"genre_scores_gemma":[0.1699232,0.0172808,0.803578,0.0004478425,0.0009626775,0.0003239391,0.001347835,0.0002044436,0.005931405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01857688,"threshold_uncertainty_score":0.03693753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155440968450535,"score_gpt":0.2966108149247274,"score_spread":0.2810667180796739,"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."}}