{"id":"W2293913408","doi":"10.1016/j.cogsys.2015.12.001","title":"Human stigmergy: Theoretical developments and new applications","year":2015,"lang":"en","type":"article","venue":"Cognitive Systems Research","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Stigmergy; Computer science; Human–computer interaction; Cognitive science; Artificial intelligence; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001846683,0.000123734,0.0001788318,0.0001930495,0.0002680733,0.00009702912,0.0001557114,0.0001773761,0.0004086343],"category_scores_gemma":[0.0003421567,0.0001043654,0.00002134689,0.0003993046,0.0005428751,0.0000515562,0.00009092056,0.0004676929,0.002090256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000665073,"about_ca_system_score_gemma":0.00008387703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004742953,"about_ca_topic_score_gemma":0.000007540042,"domain_scores_codex":[0.9973784,0.0009477074,0.0002478647,0.0004946112,0.000467534,0.0004638911],"domain_scores_gemma":[0.998361,0.0004001479,0.00004333562,0.0002119584,0.0004541928,0.0005293895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001677203,0.0002424187,0.03242813,0.00003590636,0.0001736548,0.00004157476,0.003281777,7.434286e-7,0.0002908936,0.8553815,0.04162755,0.06632813],"study_design_scores_gemma":[0.00846503,0.001668607,0.5874002,0.0004804333,0.00006541302,0.0002983367,0.03925749,0.00006791073,0.0001972271,0.1741865,0.1867659,0.001146895],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1826659,0.00146219,0.01126544,0.0002540306,0.0004795491,0.001376239,0.00002100065,0.0001398639,0.8023358],"genre_scores_gemma":[0.9877934,0.000008806286,0.00004088384,0.00005744948,0.000420705,0.0004664163,0.00002295875,0.0000197024,0.01116965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8051276,"threshold_uncertainty_score":0.9986867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3427837257686439,"score_gpt":0.5148369273721971,"score_spread":0.1720532016035533,"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."}}