{"id":"W4410290322","doi":"10.1007/978-3-031-90042-6_9","title":"What Now?","year":2025,"lang":"en","type":"book-chapter","venue":"Artificial intelligence, simulation and society","topic":"Literary, Cultural, Historical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"History","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":[0.001718912,0.0004212415,0.0004592048,0.0005900366,0.004140137,0.008991919,0.000795568,0.002960946,0.1062073],"category_scores_gemma":[0.003324638,0.000200912,0.0003848934,0.0005888736,0.00413315,0.01138862,0.003386758,0.006036751,0.05957262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002173137,"about_ca_system_score_gemma":0.003151486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008321518,"about_ca_topic_score_gemma":0.01793023,"domain_scores_codex":[0.998926,0.0003221044,0.00002789954,0.0001681385,0.0003404164,0.0002154285],"domain_scores_gemma":[0.9991392,0.0001193311,0.00003749166,0.0000804059,0.0002436368,0.0003797912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001747934,0.00004403433,0.0003536654,0.00006638342,0.000004244013,0.00007583618,0.002649957,0.00003505451,0.0001490157,0.2204305,0.6966982,0.07947554],"study_design_scores_gemma":[0.000001254972,0.000003598462,0.0001042032,0.0000759522,0.00000107456,0.00002985397,0.0009933962,0.00001290025,0.00002514385,0.009149187,0.9895999,0.00000352697],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001289735,0.01026171,0.001386038,0.1617452,0.02139115,0.00002774929,0.0001658985,0.00014569,0.8035869],"genre_scores_gemma":[0.01369207,0.00479957,0.0008023675,0.05169797,0.002896348,0.00004043301,0.0001397209,0.0001351714,0.9257964],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1062073,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07856511301373405,"score_gpt":0.2888129497095787,"score_spread":0.2102478366958447,"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."}}