{"id":"W4414571703","doi":"10.1016/j.xops.2025.100949","title":"Measuring Treatment Adherence in Myopia Control","year":2025,"lang":"en","type":"article","venue":"Ophthalmology Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Fudan University; Johnson and Johnson Vision Care; Meta; Australian Government","keywords":"Control (management); MEDLINE; Component (thermodynamics); Quality of life (healthcare); Quality (philosophy)","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":[0.0005251411,0.0001618183,0.0003758807,0.0003952672,0.0002408292,0.00001229041,0.000195317,0.00009203283,0.0001243061],"category_scores_gemma":[0.000314293,0.0001274997,0.00005568688,0.0008800785,0.001093117,0.0001211276,0.00007471749,0.0001457702,0.00006975897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002647067,"about_ca_system_score_gemma":0.0004418309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001167614,"about_ca_topic_score_gemma":0.000003654927,"domain_scores_codex":[0.9985628,0.00006099575,0.0002416885,0.0004783395,0.0001606827,0.0004955512],"domain_scores_gemma":[0.9993368,0.0001405655,0.00004653196,0.0002946641,0.00009331929,0.00008814445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002141077,0.0005404933,0.9907656,0.00002333718,0.00003243252,0.0004094603,0.0001406431,0.000008407654,0.005915031,0.000991024,0.00002113107,0.0009383402],"study_design_scores_gemma":[0.002407669,0.002746308,0.9906745,0.0001073221,0.0000367305,0.0008897255,0.0001408105,0.0001806069,0.002065399,0.0005882109,0.00006533339,0.00009737346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614546,0.0003657903,0.00002136914,0.001015869,0.0004484379,0.0004092046,0.000001529407,0.00002836893,0.03625479],"genre_scores_gemma":[0.995308,0.00001534714,0.0002107817,0.0002403252,0.00002055025,0.000081422,7.282954e-7,0.000004030152,0.004118801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03385337,"threshold_uncertainty_score":0.5199289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07563894988973525,"score_gpt":0.393123022238039,"score_spread":0.3174840723483037,"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."}}