{"id":"W1970542240","doi":"10.1002/mren.200900024","title":"A Critical Overview of Sensors for Monitoring Polymerizations","year":2009,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Ottawa","funders":"","keywords":"Polymer; Computer science; Process engineering; Line (geometry); Environmental science; Materials science; Engineering; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009726255,0.001569332,0.001139063,0.003269601,0.0004071231,0.001493542,0.001333813,0.001880061,0.007503028],"category_scores_gemma":[0.001421356,0.0005973784,0.0006101833,0.001646083,0.000505288,0.002530629,0.0005825237,0.001874738,0.007407788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006407331,"about_ca_system_score_gemma":0.0005981802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004344464,"about_ca_topic_score_gemma":0.0004643934,"domain_scores_codex":[0.999042,0.0001554506,0.00008046703,0.0001555813,0.0005145936,0.00005181932],"domain_scores_gemma":[0.9988354,0.0004044692,0.00007200325,0.0000619875,0.000576956,0.00004912931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001699468,0.0001262781,0.0003114354,0.005575229,0.00008972641,0.000359288,0.0001002026,0.001498983,0.03695674,0.01376319,0.09489009,0.8461589],"study_design_scores_gemma":[0.000007598626,0.0001618401,0.0003871625,0.0005626283,0.00003614476,0.0008092661,0.00002908715,0.0006368324,0.00722604,0.003922373,0.9861909,0.00003026001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001236318,0.9377728,0.03448567,0.002117628,0.006426475,0.00009727402,0.0002254711,0.0004298399,0.01720857],"genre_scores_gemma":[0.01372513,0.8863146,0.04756535,0.00314933,0.01005605,0.0002963923,0.0008585798,0.0001511461,0.03788343],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007503028,"threshold_uncertainty_score":0.02510017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204135166453504,"score_gpt":0.2594717968597916,"score_spread":0.2474304451952566,"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."}}