{"id":"W7075606793","doi":"","title":"Optical Strategy Utilizing Contrast Modulation to Slow Myopia","year":2025,"lang":"en","type":"article","venue":"Aston Publications Explorer (Aston University)","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo; University of New South Wales","keywords":"Contrast (vision); Lens (geology); Refractive error; Adaptive optics; Modulation (music); Retina; Optical imaging","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001254162,0.000183581,0.0002695781,0.000968698,0.0003396487,0.00004791525,0.0002318457,0.000119489,0.00009768987],"category_scores_gemma":[0.0001447724,0.00020096,0.0001124088,0.001717858,0.0001167873,0.0004591913,0.0001534378,0.0002296077,0.00008515141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002333751,"about_ca_system_score_gemma":0.0002342875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001964948,"about_ca_topic_score_gemma":0.00003021481,"domain_scores_codex":[0.9987668,0.00004812382,0.0002176412,0.0004381681,0.0002058866,0.0003233537],"domain_scores_gemma":[0.9987806,0.00009380308,0.00005778043,0.0005148402,0.0003444389,0.0002085147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003189397,0.0004644449,0.02672272,0.00007323735,0.0003355665,0.00001370194,0.001059739,0.0002926924,0.004322761,0.8989831,0.01593329,0.05147984],"study_design_scores_gemma":[0.002322591,0.0002546611,0.4759291,0.0003416138,0.0002891486,0.00001028216,0.004266855,0.0009595234,0.002458176,0.000968755,0.5118124,0.0003868135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3271126,0.0002907448,0.09375659,0.03148025,0.0003462495,0.00140645,0.00003233987,0.0006822011,0.5448926],"genre_scores_gemma":[0.9801868,0.00006213512,0.002355185,0.0005545066,0.00004524679,0.00001891673,0.00007373357,0.00001341,0.01669007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8980143,"threshold_uncertainty_score":0.8194912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0365035335300273,"score_gpt":0.2713980859200921,"score_spread":0.2348945523900648,"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."}}