{"id":"W7144086460","doi":"10.1002/j.1538-9235.2003.tb01733.x","title":"Durability of Coated CR‐39 Industrial Lenses","year":2003,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"High-Velocity Impact and Material Behavior","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Abrasion (mechanical); Durability; Corneal abrasion; Impact resistance; Coating; Lens (geology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00238619,0.0001301872,0.0002508059,0.0002226444,0.0003158045,0.0001848053,0.0002926674,0.00009622626,0.0008188911],"category_scores_gemma":[0.001316178,0.00009978229,0.00003140717,0.001188016,0.001177679,0.0006367518,0.0001153415,0.00008367599,0.00005010771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003155108,"about_ca_system_score_gemma":0.0001654888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003341436,"about_ca_topic_score_gemma":4.904793e-7,"domain_scores_codex":[0.9982644,0.0001137139,0.0003313808,0.000392114,0.0005536449,0.000344756],"domain_scores_gemma":[0.9990265,0.0001219811,0.0001371532,0.0003155576,0.0001903819,0.0002084607],"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":[0.0000394773,0.00006684555,0.01254782,0.00001287,5.267036e-7,0.000001118269,0.0001207727,7.251267e-7,0.9861237,0.0004077032,0.00005083292,0.0006275764],"study_design_scores_gemma":[0.0004523058,0.0002015625,0.04657818,0.00002805848,0.000007425644,0.00001075162,0.0001135594,0.000005517622,0.9517466,0.00004815463,0.0006771821,0.0001307181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982076,0.00001930553,0.00008393744,0.00005135425,0.0008392241,0.0001483086,0.00003004656,0.00003782206,0.0005824158],"genre_scores_gemma":[0.9990855,0.000008174364,0.0007545963,0.00002792467,0.00002410329,0.000002540305,8.879167e-7,0.000004742409,0.00009148151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03437715,"threshold_uncertainty_score":0.8966283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04583636188556489,"score_gpt":0.4207312144028176,"score_spread":0.3748948525172527,"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."}}