{"id":"W4399290486","doi":"10.1038/s41570-024-00619-w","title":"Chromatic inclusivity in chemistry","year":2024,"lang":"en","type":"review","venue":"Nature Reviews Chemistry","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of Victoria","funders":"","keywords":"Chromatic scale; Interpretation (philosophy); Perception; Computer science; Chemistry; Mathematics education; Psychology; Optics; Physics; Neuroscience; Programming language","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000759605,0.00119576,0.0008550476,0.001494237,0.0005315079,0.001246785,0.0009715515,0.0009192104,0.00930656],"category_scores_gemma":[0.0006644134,0.0004419589,0.0002759839,0.002149924,0.001732026,0.003434691,0.002126201,0.002851727,0.003624137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140421,"about_ca_system_score_gemma":0.0009421813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005838567,"about_ca_topic_score_gemma":0.001258977,"domain_scores_codex":[0.9997699,0.00003553574,0.00001618248,0.00003724674,0.0001073948,0.00003375863],"domain_scores_gemma":[0.9997984,0.00007908082,0.00002623614,0.00001560341,0.00005403886,0.00002670973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009864769,0.00004415801,0.00005959321,0.01265384,0.0000348117,0.000133903,0.00009889581,0.0004899945,0.007550598,0.06181634,0.07587916,0.8411402],"study_design_scores_gemma":[0.000006237086,0.00002715868,0.00008644843,0.0007321933,0.00001215601,0.0001301921,0.00001776157,0.0000677536,0.001034124,0.004606674,0.993272,0.000007382379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000282251,0.9784521,0.001149585,0.0008754103,0.003305579,0.0000121268,0.00002081098,0.00004552108,0.01585656],"genre_scores_gemma":[0.003381395,0.9826697,0.0009302229,0.001084589,0.00164498,0.0000200624,0.00003027047,0.00002017656,0.01021864],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9994685,"threshold_uncertainty_score":0.03113353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03836017635301333,"score_gpt":0.396313995732147,"score_spread":0.3579538193791337,"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."}}