{"id":"W2201022037","doi":"10.3390/coatings5041019","title":"UV-LED Curing Efficiency of Wood Coatings","year":2015,"lang":"en","type":"article","venue":"Coatings","topic":"Photopolymerization techniques and applications","field":"Chemistry","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Natural Sciences and Engineering Research Council of Canada; FPInnovations","funders":"","keywords":"Materials science; Ultraviolet; UV curing; Curing (chemistry); Light-emitting diode; Composite material; Microwave; Acrylate; Scratch; Optoelectronics; Polymer","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":[],"consensus_categories":[],"category_scores_codex":[0.0001175885,0.00009847711,0.000149225,0.0000334323,0.00006325916,0.00001749264,0.0002304299,0.00006376419,0.0002401109],"category_scores_gemma":[0.0001902999,0.0001013499,0.00004497325,0.0002008825,0.00006691463,0.00005908855,0.00008193497,0.00009533876,0.00001470177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002712177,"about_ca_system_score_gemma":0.00005778605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007440872,"about_ca_topic_score_gemma":8.429988e-7,"domain_scores_codex":[0.9991849,0.000005576616,0.0002951226,0.0001769916,0.0001845453,0.0001528307],"domain_scores_gemma":[0.9992362,0.00004103742,0.0002364854,0.0002728101,0.0001223728,0.00009113125],"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":[0.000004015624,0.00007635212,0.001319797,0.00007110323,0.000002553676,4.245859e-7,0.0008118914,0.000006498039,0.9934329,0.002325687,0.0009387156,0.001010034],"study_design_scores_gemma":[0.0002548667,0.00001602213,0.00001034647,0.00004964856,0.000008293466,0.000002967289,0.0003263356,0.0004703455,0.9938958,0.0007438923,0.004107868,0.0001136215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8908817,0.0001007197,0.01152387,0.0001340615,0.0000266125,0.000094379,0.00001733518,0.0003166579,0.09690462],"genre_scores_gemma":[0.996366,0.000006502314,0.002310697,0.00006829861,0.00004866894,0.00004907616,0.00002067086,0.00001834323,0.001111793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1054842,"threshold_uncertainty_score":0.4132928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924513167284756,"score_gpt":0.2693123048521513,"score_spread":0.2500671731793037,"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."}}