{"id":"W4409373644","doi":"10.1016/b978-0-44-329135-7.00022-9","title":"Conclusions: a human-centric perspective","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ericsson (Canada); University of Ottawa","funders":"","keywords":"Perspective (graphical); Sociology; Psychology; Political science; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003429588,0.000555841,0.0006433264,0.0005632909,0.0005690497,0.0002684293,0.002129139,0.0003926774,0.0002579238],"category_scores_gemma":[0.0001300669,0.000561957,0.0003686571,0.00009783304,0.0002234131,0.0001855831,0.001583055,0.0007607429,0.0009273491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006635701,"about_ca_system_score_gemma":0.0005349755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009798927,"about_ca_topic_score_gemma":0.0000495902,"domain_scores_codex":[0.9970466,0.00006095348,0.0006163114,0.001139872,0.0005748745,0.0005613188],"domain_scores_gemma":[0.9970523,0.0002583971,0.0003110092,0.001589997,0.0006013269,0.0001870307],"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":[0.000001872399,0.00001013342,3.978003e-7,0.00001844614,0.00004741065,0.00009544254,0.0006626094,9.82504e-7,0.00001775474,0.5833455,0.0006210801,0.4151783],"study_design_scores_gemma":[0.00007790955,0.00007033462,7.691926e-7,0.0003325175,0.00004014305,0.00001122911,0.00007121835,0.0001659699,0.0002949676,0.3101684,0.6883265,0.0004400158],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002008023,0.002833871,0.003194898,0.0005054185,0.0009455241,0.000765468,0.00001239956,0.0003432172,0.9913972],"genre_scores_gemma":[0.0005116229,0.000123654,0.002179778,0.0009281965,0.0002783884,0.00005446205,0.000005096711,0.00004486329,0.9958739],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6877055,"threshold_uncertainty_score":0.9998506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02460155304826719,"score_gpt":0.2911875039967233,"score_spread":0.2665859509484562,"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."}}