{"id":"W4385361429","doi":"10.1142/9789811234378_0060","title":"BUSY SIGNALS","year":2023,"lang":"en","type":"book-chapter","venue":"WORLD SCIENTIFIC eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003695659,0.001281463,0.0005342183,0.001363833,0.002013524,0.005486667,0.001312328,0.001693374,0.5527442],"category_scores_gemma":[0.001622436,0.0005444757,0.0004638968,0.001074327,0.0008285239,0.00353964,0.00285098,0.002402439,0.4311296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009367918,"about_ca_system_score_gemma":0.00109291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002961512,"about_ca_topic_score_gemma":0.00544032,"domain_scores_codex":[0.9996105,0.00004594234,0.000008620068,0.00007205383,0.0001964399,0.00006652835],"domain_scores_gemma":[0.9994631,0.0001061154,0.00001963459,0.00009489294,0.0001752943,0.0001409147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000683313,0.00003744539,0.00007676491,0.0000851394,0.000003708218,0.00006686461,0.0002858813,0.0001114855,0.001245396,0.03736822,0.7744695,0.1861813],"study_design_scores_gemma":[0.000003784549,0.00001370945,0.00007778164,0.00004182517,0.00000276647,0.00006175308,0.0001262682,0.000122706,0.0002744227,0.004448769,0.9948198,0.000006404953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003250639,0.0006769432,0.003982897,0.0008039426,0.001022705,0.00002812025,0.0002078396,0.001059417,0.9918931],"genre_scores_gemma":[0.001610459,0.0003641298,0.0004957101,0.0002905004,0.0001452852,0.00001443483,0.0001286573,0.0002458763,0.996705],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4472558,"threshold_uncertainty_score":0.6379561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06952259380982612,"score_gpt":0.2693792117913128,"score_spread":0.1998566179814867,"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."}}