{"id":"W4400789876","doi":"10.2147/opto.s462723","title":"Relationships Between Success Factors in Daily Disposable Multifocal Contact Lenses","year":2024,"lang":"en","type":"article","venue":"Clinical Optometry","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"CooperVision","keywords":"Optometry; Contact lens; Psychology; Ophthalmology; Medicine","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":[0.001181897,0.0002109364,0.0006578304,0.0003355215,0.00006691964,0.00007657958,0.0001458546,0.0004328508,0.000202466],"category_scores_gemma":[0.001814644,0.0001664648,0.0003453462,0.0009205768,0.00009175308,0.0002646085,0.00007025315,0.001522887,0.0005022865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009393143,"about_ca_system_score_gemma":0.0001644174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006877512,"about_ca_topic_score_gemma":0.00002100261,"domain_scores_codex":[0.997726,0.000231103,0.0008549997,0.0005076338,0.0003188942,0.0003613947],"domain_scores_gemma":[0.9959685,0.00318552,0.00006122178,0.0004070919,0.00005523624,0.000322439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006512068,0.0001655907,0.9953238,0.0001169331,0.0001332244,0.0001354223,0.00009930038,0.000001204608,0.0001009796,0.0001544578,0.0001880597,0.003515887],"study_design_scores_gemma":[0.001041109,0.0003138574,0.9895991,0.0004265339,0.0001569267,0.00000187941,0.0002701407,0.00019051,0.0004785135,0.00004711748,0.00728219,0.0001921284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946569,0.001222879,0.0003765273,0.0008905964,0.0006922394,0.0002968701,0.00003661551,0.0001830917,0.001644265],"genre_scores_gemma":[0.9975246,0.0001413416,0.0003265175,0.0001498101,0.0003637754,0.000006549016,0.0001058269,0.00004195301,0.001339648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007094129,"threshold_uncertainty_score":0.6788239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09122486312994665,"score_gpt":0.42589577857614,"score_spread":0.3346709154461934,"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."}}