{"id":"W2029557026","doi":"10.1089/jam.2006.19.137","title":"A Closed-Loop Control \"Playback\" Smoking Machine for Generating Mainstream Smoke Aerosols","year":2006,"lang":"en","type":"article","venue":"Journal of Aerosol Medicine","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Smoke; Sidestream smoke; Aerosol; Combustion; Waveform; Session (web analytics); Computer science; Environmental science; Simulation; Meteorology; Chemistry; Physics; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.001677218,0.0002406983,0.0005323131,0.00006100933,0.0002872808,0.00003362047,0.0002793193,0.0001060029,0.0002608499],"category_scores_gemma":[0.0004787533,0.0001761379,0.0001663958,0.000185927,0.0002178596,0.0002090154,0.00004745235,0.0003610449,0.000006087746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000206371,"about_ca_system_score_gemma":0.00002212765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004984422,"about_ca_topic_score_gemma":0.00004506344,"domain_scores_codex":[0.9974976,0.00008625138,0.001053706,0.0002292697,0.0006831351,0.000450003],"domain_scores_gemma":[0.9982782,0.0004089393,0.0008694229,0.0001931026,0.00006706495,0.000183279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007187875,0.0005746441,0.4775067,0.0001625588,0.0002631643,0.0002256852,0.001324053,0.03912411,0.377799,0.0002094528,0.03137266,0.07071917],"study_design_scores_gemma":[0.1667454,0.03514479,0.2441914,0.01050763,0.005127208,0.005918762,0.005855539,0.2651426,0.2115058,0.008085626,0.03400515,0.007770185],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743161,0.0004405551,0.02108959,0.001571439,0.0009707627,0.0002625597,0.00001156507,0.00002916267,0.001308304],"genre_scores_gemma":[0.9909551,0.00001617854,0.004884022,0.0004571308,0.003098685,0.000008875148,0.000006780915,0.00003230679,0.0005409243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2333153,"threshold_uncertainty_score":0.7182694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02296645570281025,"score_gpt":0.271312373316151,"score_spread":0.2483459176133407,"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."}}