{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002599824,0.00005874106,0.00008507023,0.0000229808,0.00006128713,0.00003617114,0.00003916104,0.00003177343,0.00009654088],"category_scores_gemma":[0.00009202379,0.00003020932,0.0001084447,0.0001169124,0.00004563464,0.00001632967,0.00002084989,0.0001212746,0.0005556144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001491525,"about_ca_system_score_gemma":0.00004895639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006369287,"about_ca_topic_score_gemma":8.729573e-7,"domain_scores_codex":[0.9994752,0.00001944678,0.00009923955,0.0001169299,0.0001445289,0.0001446856],"domain_scores_gemma":[0.9996012,0.0001456887,0.000009492725,0.000164197,0.00002180898,0.0000575742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003434538,0.00007390317,0.01091992,0.0006406271,0.0001871869,0.002826468,0.0005325482,4.481557e-7,0.01431274,0.0267689,0.5516472,0.3917466],"study_design_scores_gemma":[0.00006571502,0.00005145184,0.005821152,0.0001430321,0.00003640246,0.0002312247,0.00004963524,0.0001434491,0.00134291,0.0003135352,0.991757,0.00004452817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7657555,0.01406532,0.00004067026,0.02381925,0.001097206,0.0002124036,0.000002089201,0.0002311597,0.1947764],"genre_scores_gemma":[0.9487107,0.0005787684,0.00006539514,0.0003452042,0.0003936992,0.00001111978,0.0000044167,0.00001538372,0.04987534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4401098,"threshold_uncertainty_score":0.7141485,"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."}}