{"id":"W4321017788","doi":"10.1038/s41570-023-00473-2","title":"The Science of the Modern Kitchen","year":2023,"lang":"en","type":"review","venue":"Nature Reviews Chemistry","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Chemistry; Engineering; Engineering ethics; Mathematics education; Psychology","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","open_science","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002227709,0.0008399899,0.002241212,0.00003413384,0.0006819952,0.0001927932,0.007665307,0.001709333,0.0001953632],"category_scores_gemma":[0.006277897,0.0004179071,0.001774367,0.001912288,0.001529954,0.00007171453,0.001961425,0.006033382,0.00009050332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006354035,"about_ca_system_score_gemma":0.00265337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004020369,"about_ca_topic_score_gemma":0.000001632956,"domain_scores_codex":[0.9944244,0.00008722074,0.001602919,0.001104338,0.001756114,0.001024998],"domain_scores_gemma":[0.9926754,0.0007119236,0.001582947,0.004433083,0.0003353914,0.0002612799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002175507,0.00003492981,8.713185e-7,0.1672231,0.0001630028,0.00000760106,0.0000234231,2.743028e-7,0.006393183,0.000045395,0.007542087,0.8185639],"study_design_scores_gemma":[0.00007054018,0.000001029116,5.455635e-8,0.02549928,0.0003740629,0.00007149917,0.000006368818,0.00001076537,0.0154189,0.0003498187,0.9578136,0.0003840436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006039538,0.9644049,3.512027e-7,0.0001100297,0.0002046992,0.0005372962,0.0001239598,0.00009491618,0.03451776],"genre_scores_gemma":[0.000007928794,0.9558513,0.0000314623,0.00001152052,0.0006713395,0.0003080951,0.00005219242,0.0001248443,0.04294134],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9502715,"threshold_uncertainty_score":0.9998273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06910414390630472,"score_gpt":0.3928117886877087,"score_spread":0.323707644781404,"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."}}