{"id":"W3200072532","doi":"10.1016/j.chempr.2021.09.003","title":"Adaptive framework CO2 catalysis","year":2021,"lang":"en","type":"article","venue":"Chem","topic":"CO2 Reduction Techniques and Catalysts","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nanotechnology; Catalysis; Biochemical engineering; Computational biology; Chemistry; Biology; Materials science; Engineering; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003645561,0.00008040146,0.000124181,0.00002418549,0.00004990023,0.00002083604,0.00008841929,0.0000972178,0.001734319],"category_scores_gemma":[0.00005613515,0.00008165374,0.0001043766,0.0003118057,0.00002808136,0.00004479588,0.0000598987,0.0001267211,0.0002399911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004829005,"about_ca_system_score_gemma":0.00003461715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000130029,"about_ca_topic_score_gemma":0.00003402099,"domain_scores_codex":[0.9994349,0.00001209578,0.0001082761,0.0002042358,0.000109966,0.0001305344],"domain_scores_gemma":[0.9994418,0.00002513154,0.00003244798,0.000360485,0.00008328044,0.00005687456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004514921,0.0005017453,0.0003469278,0.00006337566,0.0005585418,0.0002474665,0.002441358,0.0002181935,0.07276864,0.3698547,0.07493245,0.4780214],"study_design_scores_gemma":[0.00006120332,0.00001062803,0.0001369271,0.0000177985,0.000030578,0.0000246779,0.0004282412,0.00003834701,0.7999873,0.01301403,0.1861175,0.0001328682],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.424794,0.004665041,0.02834827,0.003470939,0.001244943,0.0001979164,0.00002418443,0.001656217,0.5355984],"genre_scores_gemma":[0.9860834,0.00006351505,0.003726661,0.0002066978,0.0002218543,0.00002118918,0.00005690987,0.00001631935,0.009603487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7272186,"threshold_uncertainty_score":0.9991782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677613974072667,"score_gpt":0.2527094549196546,"score_spread":0.2359333151789279,"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."}}