{"id":"W4416423959","doi":"10.1007/978-3-032-09506-0_5","title":"Conclusion","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Liability; Realisation; Space (punctuation)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00303712,0.0003979702,0.0003056346,0.00100491,0.002160145,0.005366795,0.001492954,0.002230209,0.2903391],"category_scores_gemma":[0.01340788,0.0001444214,0.0005489963,0.0007303001,0.001418833,0.003146162,0.00222471,0.00216257,0.08255295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003358798,"about_ca_system_score_gemma":0.004199814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008716858,"about_ca_topic_score_gemma":0.01104935,"domain_scores_codex":[0.9972376,0.0004999433,0.00007564387,0.0005050248,0.001271441,0.000410466],"domain_scores_gemma":[0.994939,0.001068621,0.0001654952,0.0005106463,0.002683131,0.0006331569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001223363,0.00005196736,0.002393568,0.0003215272,0.00002231155,0.0001938684,0.001443931,0.0001919072,0.0004465649,0.2918954,0.6014922,0.1014245],"study_design_scores_gemma":[0.00001297421,0.00001031138,0.001480773,0.000278785,0.00001086474,0.0000928939,0.002009852,0.00007019532,0.0003566775,0.03191763,0.9637521,0.00000689506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002902753,0.001050547,0.003854834,0.04109003,0.003893121,0.00009421017,0.001211161,0.0002873123,0.945616],"genre_scores_gemma":[0.07537114,0.001492104,0.004370246,0.0519299,0.001545615,0.0001892551,0.002188312,0.0004847951,0.8624287],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7096609,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04702466407358629,"score_gpt":0.3812031698524989,"score_spread":0.3341785057789126,"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."}}