{"id":"W4414222410","doi":"10.1038/s41570-025-00757-9","title":"Don’t let generative AI shape how we see chemistry","year":2025,"lang":"en","type":"review","venue":"Nature Reviews Chemistry","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Centre in Green Chemistry and Catalysis","funders":"","keywords":"Generative grammar; Work (physics); Generative model; Feature (linguistics)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001575036,0.0006983987,0.0007921684,0.0007953176,0.0005524663,0.002474988,0.001490968,0.002779307,0.007622065],"category_scores_gemma":[0.002561099,0.0003351044,0.0003815893,0.0007243386,0.004673845,0.006081962,0.001595506,0.006442337,0.004375138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001426467,"about_ca_system_score_gemma":0.001889337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00224687,"about_ca_topic_score_gemma":0.004179296,"domain_scores_codex":[0.9995379,0.0001656809,0.00002070803,0.00005480474,0.0001822951,0.00003858621],"domain_scores_gemma":[0.9989925,0.0006307982,0.00003879076,0.0001063195,0.0001572328,0.00007430254],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004933472,0.00002901987,0.0001263568,0.003001249,0.00008909557,0.00007474533,0.000237116,0.0007841903,0.0007449345,0.4070253,0.1108642,0.4769744],"study_design_scores_gemma":[0.00001098111,0.00000951272,0.00006615062,0.0009348558,0.00001878915,0.0001218237,0.00004513343,0.0001744332,0.0002521616,0.110528,0.8878242,0.00001395763],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002363679,0.9319998,0.006857375,0.03190969,0.004827997,0.000007558774,0.00007114474,0.0001869134,0.02390319],"genre_scores_gemma":[0.01787815,0.9286716,0.005949925,0.02549863,0.003609458,0.00004164909,0.0001456751,0.0001975089,0.01800738],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9984249,"threshold_uncertainty_score":0.02549833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02348733091060819,"score_gpt":0.3461485309750559,"score_spread":0.3226612000644477,"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."}}