{"id":"W2004186717","doi":"10.1097/opx.0b013e31804bdc27","title":"Contact Lenses in Suboptimal Environments","year":2007,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contact lens; Optometry; Lens (geology); Optics; Computer science; Medicine; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001019526,0.00007285043,0.0001277673,0.0003212933,0.00008875807,0.00002920665,0.00007537952,0.0000402707,0.0000530098],"category_scores_gemma":[0.00008425919,0.00005784277,0.00002217559,0.0006964011,0.0001656636,0.0002759213,0.00005923635,0.0001092751,0.00003937144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003993028,"about_ca_system_score_gemma":0.00002742018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001031027,"about_ca_topic_score_gemma":0.000001454669,"domain_scores_codex":[0.9989533,0.000007611493,0.0001404849,0.0002584098,0.000375193,0.0002650099],"domain_scores_gemma":[0.9995838,0.00005354097,0.00002778899,0.0001643125,0.0000141522,0.0001563574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000906624,0.00007517298,0.7571139,0.000007815419,0.000001689822,0.00005069621,0.00008001076,4.302063e-7,0.2210746,0.00009950844,0.000002992352,0.02140255],"study_design_scores_gemma":[0.0006552057,0.0003174969,0.9535432,0.00005076881,0.00000452712,0.00001251518,0.0002042273,0.0001007946,0.04255043,0.000005295844,0.0024867,0.00006879665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954984,0.000247336,0.000658499,0.0001306629,0.00006904512,0.00009214714,6.152765e-7,0.000008611512,0.003294647],"genre_scores_gemma":[0.9984092,0.00008915791,0.0008373396,0.0003291634,0.00001569774,5.172469e-7,6.602016e-7,0.000003654427,0.0003146522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1964294,"threshold_uncertainty_score":0.235876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323203155278374,"score_gpt":0.3960675434680204,"score_spread":0.3828355119152366,"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."}}