{"id":"W3094254398","doi":"10.1007/978-3-030-33401-7_5","title":"Synthesize Values (optional)","year":2020,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in ethics","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fraser Health","funders":"","keywords":"Value (mathematics); Set (abstract data type); Group (periodic table); Computer science; Mathematics; Statistics; Programming language; Chemistry","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001012768,0.0003745338,0.0004199686,0.0002182838,0.0001682902,0.0001993208,0.001406339,0.0007091523,0.0001277299],"category_scores_gemma":[0.0006272848,0.0004302932,0.0001799035,0.0001121352,0.0002062382,0.0002423469,0.0006296057,0.002377548,0.0005476212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002672091,"about_ca_system_score_gemma":0.0007442926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006709115,"about_ca_topic_score_gemma":0.00009903273,"domain_scores_codex":[0.9974521,0.0000720287,0.0004919149,0.0008598936,0.0008095924,0.0003144095],"domain_scores_gemma":[0.9975531,0.0009138533,0.0002312384,0.000951081,0.0001910468,0.0001596655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003895446,0.00001949246,0.00002124008,0.0001466193,0.00002076995,0.00002261006,0.00312491,0.00004014254,0.000008604356,0.9899024,0.0009757864,0.005713549],"study_design_scores_gemma":[0.00009677817,0.00003115786,0.0004054816,0.0004290667,0.000012821,0.00001125458,0.00002084483,0.001589481,0.00005364657,0.7014272,0.2954315,0.0004907354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005405565,0.002888248,0.08395613,0.04171336,0.005620616,0.0007231947,0.00002121947,0.0007213873,0.8643018],"genre_scores_gemma":[0.04050125,0.008178634,0.255418,0.02547572,0.01053216,0.0002057182,0.0001367738,0.000525409,0.6590264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2944557,"threshold_uncertainty_score":0.999924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238768149060347,"score_gpt":0.3110975186056288,"score_spread":0.1872207036995941,"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."}}