{"id":"W1972478273","doi":"10.1117/12.474885","title":"LED applications for photonics adhesive curing","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Photopolymerization techniques and applications","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"HealthForceOntario","funders":"","keywords":"Adhesive; Curing (chemistry); Materials science; Photonics; UV curing; Light-emitting diode; Ultraviolet; Computer science; Optoelectronics; Flexibility (engineering); Composite material","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"],"consensus_categories":[],"category_scores_codex":[0.0002996731,0.0002790718,0.0003424575,0.00006387081,0.0001582716,0.00008481475,0.000790561,0.0002044471,0.00005264952],"category_scores_gemma":[0.0003539205,0.0002613456,0.0006096633,0.0002837061,0.0001612469,0.0002641278,0.00007739822,0.0002239004,0.000001196157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001391608,"about_ca_system_score_gemma":0.00005122648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003880671,"about_ca_topic_score_gemma":7.242023e-8,"domain_scores_codex":[0.9982132,5.382863e-9,0.0006547474,0.0004022341,0.000378606,0.0003512496],"domain_scores_gemma":[0.9978815,0.0001563592,0.0004456211,0.00009230291,0.001308599,0.0001156631],"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":[0.00001576151,0.00008228744,0.00004683098,0.0003196695,0.0001184389,5.439965e-9,0.00004449046,0.00001578811,0.524277,0.4742074,0.0007679708,0.0001044015],"study_design_scores_gemma":[0.000689408,0.00005244433,0.00001238812,0.0001089816,0.0001137596,0.000006685977,0.0006595593,0.00634308,0.9274774,0.005672295,0.05858908,0.0002748925],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983411,0.0001115628,0.001296718,0.0007053097,0.00005788155,0.0009639604,0.0001694629,0.0001814938,0.01310262],"genre_scores_gemma":[0.5305998,0.0003376573,0.4593064,0.0002301255,0.0004822974,0.007156355,0.00008130181,0.0001972975,0.001608716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4685351,"threshold_uncertainty_score":0.9999838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009853160629578037,"score_gpt":0.2397677040276253,"score_spread":0.2299145433980472,"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."}}