{"id":"W7097850629","doi":"","title":"Author manuscript, published in "ITS'08: Intelligent Tutoring Systems, Montréal, Canada: (2008)" An Intelligent Web-Based Learning System for Group Collaboration Using Contracts","year":2008,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Group (periodic table); Originality; Work (physics); Group learning; Intelligent agent; Group work","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002843778,0.0007669353,0.002001106,0.001545856,0.001944514,0.006220602,0.001562574,0.001594307,0.4351913],"category_scores_gemma":[0.01204148,0.000613977,0.0008154958,0.002480956,0.001344999,0.002627797,0.00173551,0.00145948,0.113724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002623489,"about_ca_system_score_gemma":0.003231823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01933001,"about_ca_topic_score_gemma":0.03184051,"domain_scores_codex":[0.9987545,0.000174243,0.00008808068,0.0002910026,0.0005156971,0.0001764673],"domain_scores_gemma":[0.9920443,0.001298839,0.0001733656,0.0009330157,0.004637238,0.0009132226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003316931,0.00008237978,0.0009955666,0.000413215,0.00008358217,0.0002583044,0.0001888543,0.001358101,0.001501104,0.009904022,0.8687046,0.1161786],"study_design_scores_gemma":[0.00005088167,0.00006061683,0.001374498,0.0001589551,0.00003244978,0.0001866491,0.0001181757,0.003332413,0.001529682,0.003440995,0.9896876,0.00002708257],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01270235,0.01714147,0.07537501,0.05470172,0.3016362,0.0008174889,0.01708888,0.006131673,0.5144052],"genre_scores_gemma":[0.02022749,0.004453819,0.01490237,0.001797635,0.006590754,0.00008119753,0.004583026,0.00197649,0.9453871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4351913,"threshold_uncertainty_score":0.8056311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279658409773042,"score_gpt":0.3053132555719669,"score_spread":0.1773474145946626,"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."}}