{"id":"W4375951428","doi":"10.1002/cjce.24952","title":"2023 Co‐winner of the Award for Best Graduate Student Paper","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Covalent Organic Framework Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Graduate students; Mathematics education; Current (fluid); Operations research; Data science; Psychology; Engineering; Pedagogy; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004662041,0.00007659086,0.0001338913,0.00005282151,0.00007402075,0.00003386513,0.0006102723,0.00004424289,0.00007828244],"category_scores_gemma":[0.0003040849,0.00004805479,0.00009796715,0.0002862217,0.00007430182,0.00004421381,0.0000311586,0.0001985792,0.00003065885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001180085,"about_ca_system_score_gemma":0.000225658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002336796,"about_ca_topic_score_gemma":0.0001271668,"domain_scores_codex":[0.9991941,0.000009912702,0.0002703099,0.00007003175,0.0002233079,0.0002323209],"domain_scores_gemma":[0.99923,0.0001871224,0.00009921515,0.0002294906,0.000101654,0.0001525717],"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":[0.000002974936,0.000006440216,0.00007927469,0.00002423796,0.0000204583,0.000002014033,0.0003914227,0.005414567,0.9859796,0.001114788,0.00686133,0.0001028754],"study_design_scores_gemma":[0.0003311076,0.00002826252,0.001741708,0.0001685527,0.00007822655,0.00004462737,0.0001280384,0.001300235,0.97731,0.001113551,0.01758948,0.0001661961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917127,0.00007616016,0.0002489861,0.007225221,0.0005015226,0.0001515978,0.0000360374,0.00001065937,0.00003714653],"genre_scores_gemma":[0.9993294,0.000003112165,0.0002289671,0.00008617483,0.000213193,0.00001125171,9.774488e-7,0.00001744602,0.0001094178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01072815,"threshold_uncertainty_score":0.1959618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02752834858906687,"score_gpt":0.2635065882350022,"score_spread":0.2359782396459354,"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."}}