{"id":"W4402223731","doi":"10.1038/d41586-024-02837-0","title":"Guide, don’t hide: reprogramming learning in the wake of AI","year":2024,"lang":"en","type":"article","venue":"Nature","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Wake; Reprogramming; Computer science; Biology; Genetics; Engineering; Aerospace engineering","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":[0.002709582,0.0002913578,0.0002453561,0.0003270501,0.00122222,0.002700851,0.0008584817,0.001960328,0.009104421],"category_scores_gemma":[0.009897153,0.0001523879,0.00027764,0.0002437829,0.009525707,0.004714875,0.002174049,0.003812103,0.001475387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008589391,"about_ca_system_score_gemma":0.001397903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007453738,"about_ca_topic_score_gemma":0.001032442,"domain_scores_codex":[0.999104,0.0004748246,0.00001901575,0.0001162252,0.0001763218,0.0001096879],"domain_scores_gemma":[0.9966215,0.002069186,0.0001592885,0.0004594862,0.0002356553,0.0004547705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003204776,0.0001302631,0.001325938,0.0003841523,0.00005566693,0.0002452591,0.006039454,0.001817885,0.008560901,0.7608405,0.04545964,0.1748199],"study_design_scores_gemma":[0.00004738976,0.0001129649,0.0007610695,0.0002540073,0.00002320065,0.0002572904,0.001836287,0.001535278,0.004831442,0.7669967,0.2233081,0.00003622489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.08666408,0.02775624,0.2265338,0.2829434,0.01096864,0.0001459413,0.0003615695,0.001476052,0.3631502],"genre_scores_gemma":[0.8474468,0.007949728,0.05657719,0.0285602,0.0009233775,0.0001897485,0.0001219419,0.0004558704,0.05777512],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.009104421,"threshold_uncertainty_score":0.03045738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589897894665741,"score_gpt":0.3744567346148968,"score_spread":0.3385577556682394,"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."}}