{"id":"W4392964256","doi":"10.1007/978-3-031-56027-9_20","title":"A Streaming Approach to Neural Team Formation Training","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Reinforcement Learning in Robotics","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Training (meteorology); Artificial intelligence; Artificial neural network; Multimedia","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":[0.0007511095,0.0006674153,0.0009272167,0.0003817884,0.0004239708,0.0006218585,0.002571458,0.001120953,0.01087198],"category_scores_gemma":[0.002505631,0.0005281996,0.0004917437,0.0008504862,0.0006059475,0.001591565,0.001758312,0.001953612,0.001289581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006222454,"about_ca_system_score_gemma":0.0005195633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00265059,"about_ca_topic_score_gemma":0.003346348,"domain_scores_codex":[0.9997466,0.00007326938,0.00001566475,0.00005855465,0.00007873245,0.00002710546],"domain_scores_gemma":[0.9989243,0.000650937,0.00004434141,0.0001656667,0.0001451296,0.00006959569],"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":[0.0001189607,0.0001047736,0.0002281062,0.00011746,0.0000413351,0.00005815734,0.00007738285,0.6988606,0.002644611,0.06318925,0.009099218,0.2254602],"study_design_scores_gemma":[0.000005604526,0.00001436458,0.00002222653,0.000003761481,0.000002477789,0.00000880855,0.000003370766,0.9785022,0.000171737,0.02059396,0.0006695615,0.000001936364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003494915,0.0002784097,0.9924895,0.00009891188,0.00006909147,0.0000257457,0.00005841798,0.00034288,0.003142123],"genre_scores_gemma":[0.2919327,0.0009440021,0.6868552,0.0002688032,0.0004675704,0.0003716915,0.0005731909,0.0004198621,0.018167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01087198,"threshold_uncertainty_score":0.0363704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235137083435407,"score_gpt":0.2533138865639717,"score_spread":0.2209625157296176,"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."}}