{"id":"W4396229786","doi":"10.4103/joco.joco_308_22","title":"Eyedrop Instillation Techniques, Difficulties, and Currently Available Solutions: A Literature Review","year":2023,"lang":"en","type":"review","venue":"Journal of Current Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; McMaster University","funders":"","keywords":"Medicine; Optometry; Ophthalmology; Medical physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001207362,0.0004764011,0.00312379,0.0007340335,0.00007999821,0.00003620071,0.0001770854,0.0004031601,0.0001265138],"category_scores_gemma":[0.0007581251,0.0003096352,0.0009515599,0.0008305896,0.0001137389,0.0001364909,0.000153262,0.001583362,0.00007977962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001484544,"about_ca_system_score_gemma":0.0006702248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.922495e-7,"about_ca_topic_score_gemma":6.144119e-8,"domain_scores_codex":[0.996743,0.0003938133,0.001714874,0.0003423622,0.0004326729,0.0003732677],"domain_scores_gemma":[0.99699,0.0002257949,0.001704546,0.0003066639,0.0005249952,0.0002479993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002667342,0.0001651377,0.00004346061,0.1991052,0.0002691576,0.001911894,0.00001155986,2.063085e-8,9.769751e-7,0.00005749346,0.04213062,0.7562778],"study_design_scores_gemma":[0.000127186,0.0002138801,0.00001620497,0.2948559,0.00150378,0.07065979,0.000001082672,6.497842e-7,1.735591e-7,0.00003185731,0.6324325,0.0001570173],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001702044,0.9968263,0.00001403538,0.0001445539,0.001701725,0.0009416787,0.00004427401,0.0000388468,0.0002715634],"genre_scores_gemma":[0.000002000033,0.9976538,0.0001968138,0.00002900309,0.0008613368,0.00005194918,0.0002454388,0.00005693387,0.0009027082],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7561207,"threshold_uncertainty_score":0.9999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1652790478629656,"score_gpt":0.4218235650552767,"score_spread":0.2565445171923111,"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."}}