{"id":"W3128333264","doi":"10.1021/acscatal.0c05325","title":"A Career in Catalysis: James A. Dumesic","year":2021,"lang":"en","type":"article","venue":"ACS Catalysis","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Catalysis; Chemistry; Psychology; Organic chemistry","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"],"consensus_categories":[],"category_scores_codex":[0.0001615113,0.0002680724,0.0004606151,0.0004619747,0.0000523606,0.00006990377,0.0003136653,0.0001527164,0.0002202695],"category_scores_gemma":[0.00007980731,0.0002995276,0.0002823698,0.002230914,0.00004300438,0.0003099298,0.0001582408,0.0001946573,0.0005738906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002532836,"about_ca_system_score_gemma":0.00005009958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003357138,"about_ca_topic_score_gemma":0.001497366,"domain_scores_codex":[0.9983326,0.00003166292,0.0004047164,0.0004496088,0.0003556643,0.0004257702],"domain_scores_gemma":[0.9987277,0.00006101466,0.00004192292,0.0009543387,0.0000932824,0.0001217844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005395511,0.0007027442,0.0747219,0.0007962463,0.005097847,0.00332745,0.0102453,0.03215772,0.6874746,0.0003684595,0.05661668,0.1284371],"study_design_scores_gemma":[0.001235845,0.00001822169,0.01135152,0.00008095531,0.0009748018,0.00008216646,0.002588458,0.009139212,0.9348302,0.0001452388,0.0383209,0.001232517],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917783,0.004642761,0.000257426,0.0002628547,0.0002571304,0.00008982536,0.00002863239,0.0003120851,0.002370993],"genre_scores_gemma":[0.9974318,0.0002160068,0.0002230074,0.00008956185,0.0000602136,0.0000381288,0.001235207,0.00005458748,0.0006515288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2473555,"threshold_uncertainty_score":0.9999457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007433621270796442,"score_gpt":0.1827885378546828,"score_spread":0.1753549165838864,"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."}}