{"id":"W2076129324","doi":"10.1080/02786820500380214","title":"Low Pressure Aerosol Flow Reactor","year":2005,"lang":"en","type":"article","venue":"Aerosol Science and Technology","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Aerosol; Chemistry; Spectrometer; Analytical Chemistry (journal); Mass spectrometry; Kinetic energy; Torr; Volumetric flow rate; Atmospheric pressure; Chromatography; Thermodynamics; Meteorology; Optics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003053454,0.0001793851,0.000190691,0.00003141633,0.0004257799,0.0001090328,0.0006391646,0.0001922902,0.001000068],"category_scores_gemma":[0.0001818367,0.0001452603,0.00002447655,0.001122952,0.00161209,0.000585579,0.00007187669,0.000258083,0.0002233292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007136146,"about_ca_system_score_gemma":0.0001560188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007128634,"about_ca_topic_score_gemma":0.0001811161,"domain_scores_codex":[0.9982488,0.000009035632,0.0001969607,0.0005670924,0.0003743018,0.0006038159],"domain_scores_gemma":[0.9991907,0.00004239258,0.0000774252,0.0003855834,0.000114349,0.000189543],"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":[0.00003803997,0.0001175727,0.07027053,0.00005190018,0.00003243624,0.0000357929,0.0003124266,0.0004385935,0.3448726,0.0005439881,0.003388875,0.5798972],"study_design_scores_gemma":[0.0006821096,0.0002774894,0.003622505,0.00004954859,0.00003214707,0.0002365958,0.0004275554,0.015816,0.9496456,0.000408944,0.02809848,0.0007030003],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846754,0.0007381886,0.00006367834,0.003799334,0.0001638907,0.000170841,0.0000250976,0.000264041,0.01009953],"genre_scores_gemma":[0.9950151,0.0001019035,0.003740309,0.000353358,0.000132757,0.000003571538,0.000006886489,0.000003500886,0.0006425887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.604773,"threshold_uncertainty_score":0.9999132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006531451772023268,"score_gpt":0.2013328507173628,"score_spread":0.1948013989453396,"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."}}