{"id":"W2659445888","doi":"","title":"Nanostructured Photocatalysis for Water Purification","year":2013,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Copper-based nanomaterials and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Water Consortium","keywords":"Photocatalysis; Portable water purification; Environmental science; Materials science; Nanotechnology; Chemistry; Environmental engineering; Catalysis; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001176597,0.0002045787,0.000370431,0.0000441718,0.0002756814,0.00004348429,0.0004611552,0.0002556864,0.04834885],"category_scores_gemma":[0.000008775074,0.000201239,0.0001789496,0.0000333023,0.00005430573,0.000300631,0.00003461587,0.00003898083,0.0002165786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537358,"about_ca_system_score_gemma":0.00007299329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04835102,"about_ca_topic_score_gemma":0.01720936,"domain_scores_codex":[0.9989663,0.00003000444,0.0001641254,0.0004150166,0.0001833157,0.0002411719],"domain_scores_gemma":[0.9988737,0.00002294469,0.0002915277,0.0004770026,0.0002591572,0.00007568057],"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":[0.0001370126,0.00003649486,0.000001359898,0.0001594506,0.00002337511,2.696709e-7,0.003595952,0.00000225885,0.9893816,0.0002113944,0.00200189,0.004448943],"study_design_scores_gemma":[0.0004418898,0.00006657847,0.002882058,0.00004112942,0.000218501,4.855046e-7,0.005719882,0.00006159265,0.9795656,0.00008258005,0.01061833,0.0003013394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920046,0.0002009568,0.0003297645,0.0002174745,0.0005395466,0.001137321,0.0002384543,0.00007525632,0.005256623],"genre_scores_gemma":[0.9598169,0.0001008305,0.003391545,0.000008113695,0.00007083475,0.0000248483,0.003030341,0.00002867157,0.03352795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04813227,"threshold_uncertainty_score":0.9603227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052413473608643,"score_gpt":0.237325501829997,"score_spread":0.2268013670939106,"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."}}