{"id":"W2040551257","doi":"10.1021/ma001454j","title":"Polymer/Silica Composite Films as Luminescent Oxygen Sensors","year":2001,"lang":"en","type":"article","venue":"Macromolecules","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Quenching (fluorescence); Polymer; Oxygen sensor; Luminescence; Oxygen permeability; Oxygen; Materials science; Chemical engineering; Diffusion; Permeation; Kinetics; Fick's laws of diffusion; Adsorption; Polymer chemistry; Chemistry; Fluorescence; Composite material; Organic chemistry; Membrane","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":[0.0001622381,0.0003631522,0.0001911462,0.0001616164,0.0001123067,0.0002294061,0.0002157568,0.0003095489,0.0007436313],"category_scores_gemma":[0.0001512164,0.0002377898,0.0001639061,0.00009743831,0.0001777982,0.0002603778,0.0001470849,0.000310075,0.0002686121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257164,"about_ca_system_score_gemma":0.0001008514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004631646,"about_ca_topic_score_gemma":0.001116675,"domain_scores_codex":[0.9998626,0.00001318127,0.000006725378,0.00004451365,0.0000540381,0.00001909969],"domain_scores_gemma":[0.9999015,0.00004476298,0.00001918549,0.000004796927,0.00001599304,0.00001372138],"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":[0.00001242982,0.000003942489,0.00002594525,0.00002120413,0.000001834318,0.00001026556,0.000005358979,0.00004867431,0.9994487,0.00001422291,0.00001057552,0.0003968011],"study_design_scores_gemma":[0.000004524104,0.0000553327,0.0004254273,0.000001872526,0.000006603345,0.00002104039,0.000005227812,0.0007026094,0.998173,0.000009479562,0.00059295,0.000002020162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851761,0.003756094,0.008344216,0.00008404376,0.00007924457,0.00004070118,0.0001282672,0.0002006532,0.002190677],"genre_scores_gemma":[0.977227,0.001989028,0.01689859,0.0001002078,0.00002784533,0.00004345699,0.0001809137,0.00006334966,0.00346964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007436313,"threshold_uncertainty_score":0.002487659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008716421293602504,"score_gpt":0.2276663527652852,"score_spread":0.2189499314716827,"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."}}