{"id":"W4230709252","doi":"10.1002/cjce.23275","title":"Issue Highlights","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photocatalysis; Nanotechnology; Hydrogen peroxide; Computer science; Chemistry; Materials science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002987257,0.001093922,0.0007987904,0.001787004,0.001985501,0.007305748,0.002519746,0.006392893,0.293804],"category_scores_gemma":[0.01190307,0.0004117635,0.001096303,0.001321344,0.0007653962,0.00304901,0.002043332,0.004827985,0.1320005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003078052,"about_ca_system_score_gemma":0.00839314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005329204,"about_ca_topic_score_gemma":0.01026938,"domain_scores_codex":[0.9973137,0.0002094133,0.0001387128,0.0002986848,0.001611219,0.0004282445],"domain_scores_gemma":[0.987896,0.0008359488,0.0004885748,0.0003999921,0.006905144,0.003474416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001418106,0.000007731028,0.00003285942,0.00008462938,0.000001966347,0.00002575604,0.000005431868,0.000007952724,0.00004905003,0.0005397107,0.9885049,0.01072583],"study_design_scores_gemma":[0.000007868432,0.00000850937,0.0001889561,0.00007974538,0.000002710302,0.00005351743,0.00001649762,0.00001042587,0.00006222261,0.0003683937,0.9991979,0.000003246809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0004387514,0.01335237,0.0006403978,0.1926298,0.6309119,0.0003274927,0.003835182,0.0006020454,0.157262],"genre_scores_gemma":[0.005329379,0.02124768,0.000837929,0.1205201,0.3890341,0.0002391524,0.004551748,0.0005228218,0.457717],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7061961,"threshold_uncertainty_score":0.9828722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004530063127809928,"score_gpt":0.1973154278481949,"score_spread":0.1927853647203849,"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."}}