{"id":"W4411215767","doi":"10.1039/9781839169779-00072","title":"Vitreous Substitutes","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Toronto","funders":"","keywords":"Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001935218,0.000918793,0.0003411426,0.001136312,0.0005851968,0.001301502,0.0005420503,0.0007710529,0.04584973],"category_scores_gemma":[0.0003136431,0.0002431735,0.0004074185,0.0006353256,0.0003193929,0.001110192,0.0009881185,0.001116466,0.02329377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004273712,"about_ca_system_score_gemma":0.0004341847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004553061,"about_ca_topic_score_gemma":0.001204123,"domain_scores_codex":[0.9998017,0.00001863453,0.00001106966,0.0000352628,0.0001176081,0.00001566035],"domain_scores_gemma":[0.9999094,0.00002463507,0.00001168395,0.00000905426,0.00002912583,0.00001616472],"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":[0.0001266414,0.0001645799,0.0001496356,0.002745864,0.0000173094,0.00103489,0.0003582087,0.0008985968,0.1047866,0.07685163,0.1323605,0.6805057],"study_design_scores_gemma":[0.000003618277,0.00004966785,0.00008460816,0.0001824056,0.000005870876,0.001067852,0.00003979754,0.0001410804,0.01123961,0.00344197,0.9837361,0.000007550211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009887972,0.2167706,0.03526222,0.001901699,0.00557734,0.0002434612,0.001254151,0.000987532,0.7281151],"genre_scores_gemma":[0.02914246,0.1060167,0.02557489,0.00144988,0.000732388,0.0001632306,0.001105815,0.0003684332,0.8354461],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04584973,"threshold_uncertainty_score":0.1533827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445453403412439,"score_gpt":0.2420715722141775,"score_spread":0.2276170381800531,"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."}}