{"id":"W2744589226","doi":"10.32920/cd.v3i2.1011","title":"Engaging with Diversity and Complexity using Collaborative Approaches to Decision Making","year":2016,"lang":"en","type":"article","venue":"Journal of Critical Dietetics","topic":"Dietetics, Nutrition, and Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Situational ethics; Diversity (politics); Value (mathematics); Engineering ethics; Perception; Psychology; Medicine; Medical education; Knowledge management; Sociology; Computer science; Social psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007760872,0.0001106522,0.0002621635,0.0001281793,0.001395271,0.00001987377,0.0001126902,0.00008181066,0.0000486442],"category_scores_gemma":[0.001880034,0.00007137563,0.00003317965,0.0001678468,0.0002904703,0.0002560623,0.0002383286,0.0002871492,0.000006892332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000185453,"about_ca_system_score_gemma":0.0001586649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003785544,"about_ca_topic_score_gemma":0.00001269658,"domain_scores_codex":[0.9985075,0.0002872934,0.0004198201,0.0001379814,0.0003433063,0.0003040974],"domain_scores_gemma":[0.996578,0.002091627,0.0001575576,0.0001108072,0.0008045884,0.0002574247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005765534,0.00174496,0.5978469,0.00348419,0.0002930793,0.0001325025,0.2037273,0.0001082997,0.001792507,0.1162413,0.01255693,0.05630646],"study_design_scores_gemma":[0.007946149,0.003692391,0.4195247,0.0263295,0.0008632196,0.0001447193,0.2594909,0.001317254,0.0005421544,0.2661233,0.01270176,0.001323954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8557308,0.0001730305,0.1345575,0.008087114,0.000886959,0.0001571959,0.0000221299,0.00001148717,0.0003737955],"genre_scores_gemma":[0.924913,0.00005332183,0.0742232,0.0003757777,0.0004108742,0.00000117381,2.50081e-7,0.00001142549,0.00001093082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1783222,"threshold_uncertainty_score":0.9999048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4819078533412713,"score_gpt":0.4543893683018055,"score_spread":0.0275184850394658,"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."}}