{"id":"W4235639217","doi":"10.1002/cjce.22869","title":"Issue Highlights","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Degradation (telecommunications); Photocatalysis; Computer science; Process engineering; Chemistry; Engineering; Telecommunications; Catalysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001719934,0.00008022061,0.0001474035,0.0000508247,0.0001645681,0.0001546445,0.0006098017,0.00005681125,0.0001928876],"category_scores_gemma":[0.0001553633,0.00005449155,0.0001032177,0.00002953546,0.0000396664,0.0001047417,0.00001419979,0.0002269779,0.0000482302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008166322,"about_ca_system_score_gemma":0.0001133939,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007859497,"about_ca_topic_score_gemma":0.001900538,"domain_scores_codex":[0.9994503,0.000005350322,0.000182376,0.0000514936,0.0001103696,0.0002001258],"domain_scores_gemma":[0.999154,0.00002629315,0.000113145,0.0003216812,0.0000540779,0.0003307463],"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":[0.00002511071,0.00002038714,0.0003030544,0.00005231628,0.0004785451,0.0005643096,0.001719341,0.02933802,0.8898869,0.05946871,0.01046932,0.007674015],"study_design_scores_gemma":[0.0002778106,0.00001304814,0.000347509,0.00005759485,0.00004734042,0.0001099631,0.000006699262,0.002191965,0.5562573,0.0004639114,0.4400571,0.0001697626],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822063,0.0005125657,0.00008669884,0.004215588,0.001127418,0.0000533544,0.00000267581,0.00001291365,0.0117825],"genre_scores_gemma":[0.998867,0.000002108705,0.0001424911,0.0000555259,0.0006010379,6.324456e-7,5.237371e-7,0.00001430141,0.0003163375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4295878,"threshold_uncertainty_score":0.9987472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008112226156528754,"score_gpt":0.1932069531517767,"score_spread":0.185094726995248,"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."}}