{"id":"W4402162084","doi":"10.1007/978-981-99-5634-0_36","title":"Cybernetics in Socio-scientific Systems","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cape Breton University","funders":"","keywords":"Cybernetics; Computer science; Cognitive science; Biocybernetics; Management science; Engineering ethics; Engineering; Psychology; Artificial intelligence","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":[0.000264973,0.0007401825,0.0004021717,0.001122841,0.0008209743,0.003097044,0.0004904051,0.001126293,0.02478471],"category_scores_gemma":[0.000632299,0.0002467932,0.0001869659,0.001836665,0.002697681,0.003804772,0.0008530542,0.001792287,0.006045441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001404967,"about_ca_system_score_gemma":0.0009986507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001930316,"about_ca_topic_score_gemma":0.004134527,"domain_scores_codex":[0.9998595,0.00005820014,0.000004271971,0.00001661174,0.00005217436,0.000009268954],"domain_scores_gemma":[0.999716,0.0001988498,0.000009400846,0.00002740812,0.00003268473,0.00001567631],"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":[0.000001522116,0.000008906668,0.0000309596,0.00009048322,0.000002395682,0.00002652435,0.0003237441,0.0006052398,0.0001055178,0.903545,0.0607634,0.0344964],"study_design_scores_gemma":[0.000001281673,0.000003684046,0.00009116916,0.0001120003,0.00000212698,0.0000598312,0.0001615624,0.0008425314,0.00009667098,0.5683374,0.4302883,0.000003479012],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001400675,0.04139912,0.03232848,0.005843081,0.00222614,0.00002934213,0.0001154527,0.0001211336,0.9165365],"genre_scores_gemma":[0.0563334,0.04347493,0.0171169,0.001960646,0.002622351,0.0001440028,0.0002335217,0.0002134012,0.8779008],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02478471,"threshold_uncertainty_score":0.0829131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03116708866442352,"score_gpt":0.2419056556517013,"score_spread":0.2107385669872777,"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."}}