{"id":"W7105915331","doi":"10.1088/978-0-7503-2144-0ch1","title":"Ethics of a human brain/cloud interface and transparent shadowing","year":2025,"lang":"","type":"book-chapter","venue":"","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Interface (matter); Human interface device; User interface; Field (mathematics); Affordance","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001716913,0.001052905,0.001343919,0.0009827358,0.001011199,0.0001918776,0.001339951,0.001439716,0.004033877],"category_scores_gemma":[0.002853087,0.001115869,0.0003336388,0.0004742088,0.005615231,0.000260529,0.0009371693,0.006129013,0.00004092313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390408,"about_ca_system_score_gemma":0.0005127342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007667278,"about_ca_topic_score_gemma":0.0001711199,"domain_scores_codex":[0.9922033,0.0003475174,0.002731929,0.002170144,0.001766817,0.0007803176],"domain_scores_gemma":[0.9925144,0.004328157,0.001003139,0.00126259,0.0005741854,0.0003175208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003217432,0.0001649776,0.000006674847,0.00147736,0.0000818792,0.00002436932,0.002188079,0.000003091658,0.27359,0.719789,0.001087914,0.001554483],"study_design_scores_gemma":[0.003638156,0.003319787,0.0001329404,0.01423407,0.0007783897,0.00004573481,0.0006590016,0.0007743951,0.6241669,0.1521498,0.1966375,0.003463378],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008595823,0.0008546989,0.09554495,0.08315162,0.007046047,0.004241403,0.0008622084,0.0004817865,0.7992215],"genre_scores_gemma":[0.7166522,0.001249417,0.0003542896,0.01416642,0.0002138893,0.00002839251,0.00002037529,0.0001129646,0.2672021],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7080563,"threshold_uncertainty_score":0.9998567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1743219047583042,"score_gpt":0.3987151154009047,"score_spread":0.2243932106426005,"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."}}