{"id":"W4401056679","doi":"10.1007/978-3-031-63917-3_5","title":"Governing the Unknown: Regulating Future Technologies","year":2024,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in environmental science","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computational biology; Computer science; Biology","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002679217,0.0002868804,0.0002423105,0.0001493737,0.001678324,0.0005332211,0.001446299,0.0005225623,0.0002167397],"category_scores_gemma":[0.0002567839,0.0002287446,0.0001264861,0.0002302481,0.007523727,0.0004967705,0.0009046337,0.001561584,0.0002411942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001431237,"about_ca_system_score_gemma":0.0002906233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003788187,"about_ca_topic_score_gemma":0.001486241,"domain_scores_codex":[0.9967315,0.00002582455,0.0003107344,0.0006745377,0.001583334,0.0006740388],"domain_scores_gemma":[0.9990822,0.0001525527,0.0001917977,0.0004554386,0.00001574293,0.0001022895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001840467,0.000008040741,0.0001288621,0.00001182192,0.000008494062,0.00002144502,0.006933962,0.00001435927,0.0003189924,0.964456,0.0001426988,0.02795353],"study_design_scores_gemma":[0.0000464895,0.00002156702,0.0005047736,0.0002500241,0.00001560104,0.00000189054,0.007379108,0.00001960918,0.00008576878,0.1493315,0.8419847,0.0003590376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003723097,0.003857927,0.000002162207,0.01426156,0.001246925,0.0003678977,0.00001704162,0.0002098979,0.9763135],"genre_scores_gemma":[0.6030402,0.006352627,0.000245488,0.0003415149,0.0009775257,0.00001289624,0.00000280564,0.00005832091,0.3889687],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.841842,"threshold_uncertainty_score":0.9996213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585272977718472,"score_gpt":0.2774446960074002,"score_spread":0.2615919662302155,"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."}}