{"id":"W2155308922","doi":"10.6000/1929-5995.2012.01.01.5","title":"Real-Time Cure Monitoring of Unsaturated Polyester Resin from Ultra-Violet Curing","year":2012,"lang":"en","type":"article","venue":"Journal of Research Updates in Polymer Science","topic":"Photopolymerization techniques and applications","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curing (chemistry); Materials science; Photoinitiator; Polymerization; Kinetics; Fourier transform infrared spectroscopy; Monomer; Polymer; Chemical engineering; Polymer chemistry; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001701582,0.0001156431,0.0002316158,0.0005151752,0.0001667301,0.00008572487,0.001059142,0.00008809726,0.0003704804],"category_scores_gemma":[0.0001775172,0.00009817846,0.00005759389,0.001550129,0.0006665073,0.0009393301,0.0001419079,0.000576359,0.000008373834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001388774,"about_ca_system_score_gemma":0.0003029523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002968709,"about_ca_topic_score_gemma":8.376036e-7,"domain_scores_codex":[0.9974461,0.00006677662,0.0005983356,0.0001970517,0.001106464,0.0005853085],"domain_scores_gemma":[0.9983554,0.0002528066,0.000339937,0.0004179776,0.0003618657,0.0002719959],"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":[0.00002760211,0.00009565165,0.04289519,0.0000123519,0.000006507012,0.000003522575,0.0002599134,8.212858e-7,0.9543408,0.0001377407,0.0001185799,0.002101327],"study_design_scores_gemma":[0.0001700643,0.00002123708,0.003271598,0.0003079063,0.000004572842,0.00001149796,0.0003953304,0.00003878407,0.9952351,0.0001849248,0.0002640229,0.00009496543],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933205,0.003219539,0.00005309951,0.0003107886,0.00008791468,0.00005116255,0.00002787615,0.00002244962,0.002906731],"genre_scores_gemma":[0.9970175,0.00104945,0.001368851,0.000006896677,0.0002819784,0.000006463333,0.000003562739,0.00001459458,0.0002507165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0408943,"threshold_uncertainty_score":0.40565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0336089231254153,"score_gpt":0.3789269781621193,"score_spread":0.345318055036704,"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."}}