{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001896914,0.0007369354,0.0008798481,0.001987779,0.000742521,0.005437887,0.001023348,0.001696111,0.007027643],"category_scores_gemma":[0.005397492,0.0003860112,0.0007166666,0.00277673,0.008026161,0.00671316,0.001641905,0.002241421,0.0004661595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002207171,"about_ca_system_score_gemma":0.001027602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001447419,"about_ca_topic_score_gemma":0.001320607,"domain_scores_codex":[0.9994936,0.0002471164,0.00002703896,0.0001088379,0.00007575315,0.00004761325],"domain_scores_gemma":[0.9953769,0.003695375,0.0002592739,0.0003078434,0.0002037076,0.0001567687],"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":[0.00001243448,0.00002015197,0.0008668198,0.0001440223,0.0000208814,0.00002442902,0.0004020835,0.003643431,0.0001031785,0.9819973,0.0004991989,0.01226598],"study_design_scores_gemma":[0.000005261251,0.00001072839,0.0006428748,0.00004149843,0.00001130581,0.00004295683,0.0003016095,0.005607262,0.00005447006,0.9896119,0.003661955,0.00000832121],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1599998,0.1284644,0.4501825,0.03906316,0.001065647,0.00008610407,0.0003361763,0.0002577617,0.2205445],"genre_scores_gemma":[0.9516355,0.02117396,0.02246604,0.0005727255,0.0004842786,0.0000656024,0.000053431,0.00003698016,0.003511474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007027643,"threshold_uncertainty_score":0.02350986,"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."}}