{"id":"W2018972573","doi":"10.1111/j.1755-3768.2011.02328.x","title":"The times they are a‐changin’: time to change glaucoma management","year":2012,"lang":"en","type":"article","venue":"Acta Ophthalmologica","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glaucoma; Medicine; Optometry; Ophthalmology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000317403,0.0002114593,0.0002433243,0.00007526259,0.0002641381,0.00002735874,0.0002683055,0.0001016077,0.001543792],"category_scores_gemma":[0.0000624767,0.0001147929,0.0001273215,0.0001826491,0.00006085925,0.00007568045,0.0002200998,0.0001474668,0.003803516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003979251,"about_ca_system_score_gemma":0.000005315919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001429999,"about_ca_topic_score_gemma":6.256254e-7,"domain_scores_codex":[0.9985809,0.00007238104,0.0001719378,0.0002304686,0.0002738942,0.0006703936],"domain_scores_gemma":[0.9990645,0.00009303741,0.0000745843,0.0004707406,0.00004152901,0.0002555986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001176139,0.001620302,0.7882997,0.0002390763,0.000626824,0.001299187,0.002073071,8.272759e-8,0.002065446,0.002574169,0.1712959,0.02873003],"study_design_scores_gemma":[0.0002650194,0.0003541943,0.8310449,0.00005521925,0.00007734492,0.0006011696,0.000451675,0.000006228307,0.00006398428,0.0001856374,0.1667323,0.0001622939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8433282,0.001182481,0.000001391684,0.01767195,0.0002170066,0.0009737204,0.000004553173,0.00009345759,0.1365273],"genre_scores_gemma":[0.9715739,0.00008263971,0.0002484157,0.0015077,0.00027956,0.0002015246,0.00001330295,0.00002524588,0.02606768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1282458,"threshold_uncertainty_score":0.9993689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02842728749337992,"score_gpt":0.2756651026466225,"score_spread":0.2472378151532426,"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."}}