{"id":"W4414539568","doi":"10.1109/icc52391.2025.11161582","title":"Rapid and Continuous Trust Evaluation for Effective Task Collaboration Through Siamese Model","year":2025,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Task (project management); Semantics (computer science); Resource (disambiguation); Task analysis; Trustworthiness; Server; Similarity (geometry); Data flow diagram","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":[0.00179847,0.001026552,0.0008675274,0.0009210084,0.000511359,0.001301502,0.001362358,0.0009232748,0.001581307],"category_scores_gemma":[0.007126012,0.000402552,0.0008924829,0.0007338714,0.001013025,0.002590378,0.00146387,0.001613365,0.0003989633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001514398,"about_ca_system_score_gemma":0.00198033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01953859,"about_ca_topic_score_gemma":0.01992194,"domain_scores_codex":[0.9986111,0.0004294745,0.00009309782,0.000353112,0.0003447405,0.0001684998],"domain_scores_gemma":[0.9973835,0.0009571233,0.0003253052,0.000260747,0.0008824575,0.0001908608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002737225,0.0001734149,0.007558347,0.0001080562,0.0001316905,0.0002315892,0.0004707949,0.8158984,0.007052881,0.01730523,0.003034656,0.1477612],"study_design_scores_gemma":[0.000003368704,0.00002051827,0.0002135025,0.000002200349,0.000004690244,0.0000128491,0.00001443467,0.9961301,0.000495981,0.002890354,0.0002068169,0.000005208294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04885127,0.0002665545,0.9483762,0.0003335549,0.00003763281,0.00007321957,0.0001307904,0.0006623145,0.001268389],"genre_scores_gemma":[0.8487529,0.0002441955,0.1468809,0.0001658211,0.00004393104,0.0001926936,0.0005871465,0.0001203735,0.003011981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01953859,"threshold_uncertainty_score":0.03884971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1794567563038497,"score_gpt":0.4735318613195601,"score_spread":0.2940751050157103,"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."}}