{"id":"W3160882100","doi":"10.1109/icassp39728.2021.9413943","title":"Collaborative Intelligence: Challenges and Opportunities","year":2021,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Natural Science Foundation of China","keywords":"Computer science; Key (lock); Signal processing; Emphasis (telecommunications); Resilience (materials science); Data science; State (computer science); Computer security; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003750845,0.00003834978,0.00004693381,0.00001059384,0.00005197856,0.00006465521,0.0001123576,0.00001378091,0.00002355499],"category_scores_gemma":[0.000003381375,0.00003187426,0.000007271054,0.00008721547,0.00002612842,0.0001373665,0.0001201297,0.00002884062,0.000006526683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002205346,"about_ca_system_score_gemma":0.00003434695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.073823e-7,"about_ca_topic_score_gemma":0.000009622174,"domain_scores_codex":[0.9996657,0.00001753719,0.00005644304,0.0001436673,0.00004935155,0.00006729025],"domain_scores_gemma":[0.9996522,0.00004975336,0.0000127131,0.000161142,0.00008128606,0.00004289762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.917922e-8,0.000005537725,6.619476e-7,0.000001190826,0.000001561883,0.000005424118,0.000216249,0.000002060395,0.00002853152,0.7040154,0.0003876368,0.2953356],"study_design_scores_gemma":[0.0001153431,0.00008980369,0.0009530497,0.00003124739,0.00000661887,0.0001078912,0.007798227,0.03310844,0.02902519,0.2587157,0.6695939,0.000454526],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002976661,0.03668047,0.5946965,0.1168673,0.0002034045,0.0001562635,0.000002713153,0.0002648284,0.2481519],"genre_scores_gemma":[0.8667643,0.07701395,0.04650537,0.002503573,0.00008422109,0.00003851937,0.000002175556,0.000005290232,0.007082582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8637877,"threshold_uncertainty_score":0.1299795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08193814224678338,"score_gpt":0.2866739498519464,"score_spread":0.2047358076051631,"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."}}