{"id":"W122977448","doi":"","title":"Evaluation of the new Lighthouse Letter Contrast Sensitivity Test","year":2005,"lang":"en","type":"article","venue":"Deakin Research Online (Deakin University)","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Contrast (vision); Sensitivity (control systems); Test (biology); Optometry; Computer science; Medicine; Artificial intelligence; Engineering; Geology","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":[0.001422114,0.0001487649,0.0001701578,0.0003370951,0.0001581933,0.00002588735,0.0003318455,0.0001165119,0.00005488795],"category_scores_gemma":[0.0004627361,0.0001267647,0.00009217201,0.000803708,0.0001368054,0.0002207352,0.0001563744,0.0005996543,0.00001844898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005250159,"about_ca_system_score_gemma":0.0002490286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003408262,"about_ca_topic_score_gemma":0.00170324,"domain_scores_codex":[0.9977705,0.0003284372,0.0001616172,0.000209729,0.001068377,0.0004612848],"domain_scores_gemma":[0.9984839,0.0002847777,0.0000434555,0.0004080731,0.0006748287,0.0001049872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001590059,0.0005224484,0.01369102,0.0001876619,0.0005014078,0.0002325146,0.001273488,0.2639455,0.4182965,0.016769,0.08772326,0.1966981],"study_design_scores_gemma":[0.002031595,0.00006671677,0.04531435,0.0002080295,0.0001395987,0.00002257412,0.0002066082,0.1032425,0.08914141,0.000252593,0.7589879,0.0003860638],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904668,0.00003801104,0.001952913,0.001732908,0.0003209238,0.0004373816,0.00005086141,0.0001173852,0.004882872],"genre_scores_gemma":[0.9975432,0.00001329686,0.001004358,0.0000442772,0.0008973219,6.092075e-7,0.000006197176,0.00002594735,0.0004648653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6712646,"threshold_uncertainty_score":0.5169314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04038915197802068,"score_gpt":0.2976165264957092,"score_spread":0.2572273745176885,"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."}}