{"id":"W3018919816","doi":"10.1002/mren.202000004","title":"Straightforward Synthesis and Evaluation of Polymeric Sensing Materials for Acetone Detection","year":2020,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sorption; Polypyrrole; Acetone; Polyaniline; Chemistry; Analyte; Solvent; Polymer; Polymer chemistry; Chemical engineering; Inorganic chemistry; Organic chemistry; Chromatography; Adsorption; Polymerization","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00009283925,0.000135443,0.0001877621,0.00006840098,0.00002030936,0.00001281989,0.00004106744,0.00009264528,0.000004736452],"category_scores_gemma":[0.0003891261,0.0001558588,0.00003684631,0.0001564123,0.0000157753,0.00009065676,0.00001390816,0.00007252259,9.546175e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008879763,"about_ca_system_score_gemma":0.000002225331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002960931,"about_ca_topic_score_gemma":3.697462e-7,"domain_scores_codex":[0.9993006,0.00000832363,0.0001956454,0.0001544714,0.00019023,0.0001507326],"domain_scores_gemma":[0.9996989,0.00004576506,0.00004258435,0.00009944262,0.00007029736,0.00004298643],"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":[0.00000740277,0.000001735998,2.969711e-7,0.0001337605,0.00003489364,6.851341e-7,0.00002609749,0.03248871,0.9263242,0.00001178022,0.000001472553,0.04096897],"study_design_scores_gemma":[0.0001448579,0.0000160094,0.00003156,0.00002210064,0.00006381777,0.00001037791,0.00003148942,0.1985541,0.8008406,0.00003244171,0.0001354215,0.0001171814],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7992364,0.0001743742,0.1997885,0.00003434369,0.00008641172,0.0002013534,0.000009734624,0.0004436283,0.00002528634],"genre_scores_gemma":[0.9957084,0.000031598,0.004137398,0.000004619303,0.00004184832,0.00002579515,0.000004343619,0.00004564035,3.694044e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.196472,"threshold_uncertainty_score":0.6355739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474261683339759,"score_gpt":0.2217729063222584,"score_spread":0.2070302894888608,"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."}}