{"id":"W4401448533","doi":"10.1097/iae.0000000000004221","title":"THE MINI-STEAMROLL","year":2024,"lang":"en","type":"article","venue":"Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health; University of Toronto; St. Michael's Hospital","funders":"Canada Research Chairs","keywords":"Retinal detachment; Ophthalmology; Variation (astronomy); Medicine; Retinal; Physics; Astronomy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00008609124,0.0004307519,0.0001869743,0.0002592887,0.0002366646,0.0002160879,0.0002903623,0.0004283038,0.001566991],"category_scores_gemma":[0.0005705169,0.0001004092,0.0002795095,0.000128963,0.0002866059,0.0002983806,0.0003575518,0.0004432453,0.0004389188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345914,"about_ca_system_score_gemma":0.0002558483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004059893,"about_ca_topic_score_gemma":0.001207853,"domain_scores_codex":[0.9999125,0.00001191233,0.00001202118,0.00002321202,0.00001947247,0.00002094731],"domain_scores_gemma":[0.9998461,0.00002555031,0.00006124918,0.00001790691,0.000005682124,0.00004347394],"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":[0.001658429,0.0007057691,0.2412996,0.0005223496,0.0001353381,0.1628798,0.0008433579,0.001927939,0.1357021,0.0006814042,0.006090106,0.4475538],"study_design_scores_gemma":[0.0001943713,0.007311304,0.1937232,0.00009174351,0.0000975695,0.7585755,0.0003521726,0.003102733,0.01764732,0.0002988106,0.0185416,0.00006367317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9776028,0.003077501,0.01305501,0.0006316553,0.0001450519,0.000101313,0.00007063198,0.0003722805,0.004943785],"genre_scores_gemma":[0.9915628,0.0006450582,0.006140264,0.0003198277,0.0001586274,0.00002810971,0.00008535024,0.00002208049,0.001037658],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001566991,"threshold_uncertainty_score":0.00524205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104466065680306,"score_gpt":0.2797157179178731,"score_spread":0.26867105726107,"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."}}