{"id":"W4391166900","doi":"10.1038/s42256-023-00784-5","title":"Anniversary AI reflections","year":2024,"lang":"en","type":"article","venue":"Nature Machine Intelligence","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Transformative learning; Theme (computing); Generative grammar; Epistemology; Engineering ethics; Psychology; Cognitive science; Computer science; Philosophy; Artificial intelligence; Engineering; Pedagogy; World Wide Web","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":[0.002994235,0.0009714937,0.0005363434,0.001612103,0.002265361,0.00827281,0.001411478,0.004671494,0.1118094],"category_scores_gemma":[0.01044824,0.0003436623,0.0007139314,0.00101216,0.002055465,0.00397958,0.00365404,0.00891622,0.05132691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00362363,"about_ca_system_score_gemma":0.002822793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005046338,"about_ca_topic_score_gemma":0.008294199,"domain_scores_codex":[0.9979243,0.0003408075,0.00006017194,0.000254327,0.001057955,0.0003624014],"domain_scores_gemma":[0.9963831,0.0008114817,0.0001359826,0.0004087521,0.001351185,0.0009094896],"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":[0.0000438851,0.00001743413,0.00005629915,0.000052621,0.000007809615,0.00004617771,0.00004491561,0.00005833436,0.0001136378,0.02000547,0.9610084,0.01854512],"study_design_scores_gemma":[0.000005464806,0.000004997276,0.00006361116,0.00003804791,0.000002925148,0.00001892756,0.00004768415,0.00003662523,0.00006444002,0.005651077,0.994063,0.00000319683],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.000960289,0.02232982,0.001553426,0.2556172,0.2797739,0.0000344725,0.0007230566,0.0004282045,0.4385797],"genre_scores_gemma":[0.02041333,0.01312519,0.001672285,0.0860225,0.04994758,0.0000800042,0.0009328815,0.0003709612,0.8274353],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1118094,"threshold_uncertainty_score":0.3740398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634707780693423,"score_gpt":0.3490601623395735,"score_spread":0.3327130845326393,"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."}}