{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004317229,0.0002580504,0.000260734,0.0000376143,0.00008545117,0.00003683383,0.0002449231,0.0001438382,0.001378325],"category_scores_gemma":[0.00007366108,0.0002469331,0.0001701931,0.0002178091,0.00008810549,0.00004173202,0.00008298801,0.000238505,0.0007667352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003463652,"about_ca_system_score_gemma":0.00001107756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007137164,"about_ca_topic_score_gemma":0.00000132988,"domain_scores_codex":[0.9986141,0.00001918381,0.0002808695,0.0003584006,0.0002584684,0.0004689225],"domain_scores_gemma":[0.9992378,0.00006259503,0.00004496665,0.0003417285,0.00004072921,0.0002722096],"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":[0.00004929586,0.00008013771,0.0003071315,0.00003127467,0.00005742668,0.0004215126,0.00006671855,0.0003957507,0.9968683,0.0007866242,0.0006320191,0.0003038331],"study_design_scores_gemma":[0.0003570995,0.00002344624,0.0001422174,0.00003730842,0.0000424825,0.0002327408,0.0001008354,0.01364887,0.9757963,0.00006679363,0.009164286,0.0003876527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580294,0.0002789065,0.0007708615,0.0007453044,0.0000552102,0.00006894777,0.00001330298,0.0002617616,0.03977634],"genre_scores_gemma":[0.9863069,0.00003662182,0.0003440267,0.0003677038,0.0001281116,0.00000561401,0.00004232302,0.00004179867,0.0127269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02827754,"threshold_uncertainty_score":0.9999983,"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."}}