{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01737047,0.0008378421,0.001164244,0.001534891,0.00719468,0.00887846,0.002053479,0.01098424,0.02878675],"category_scores_gemma":[0.06866744,0.0005697678,0.001923749,0.0009565322,0.007626857,0.02019371,0.007973849,0.02594946,0.007126106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00560868,"about_ca_system_score_gemma":0.01649555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008465004,"about_ca_topic_score_gemma":0.01589104,"domain_scores_codex":[0.9819266,0.009916671,0.000805304,0.001395318,0.003434558,0.002521553],"domain_scores_gemma":[0.966357,0.01184928,0.002010477,0.001525817,0.005343442,0.01291396],"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":[0.0003025487,0.000484634,0.002143679,0.0009980866,0.0001289493,0.001089381,0.008788873,0.0001164995,0.0007666277,0.01750313,0.7105328,0.2571449],"study_design_scores_gemma":[0.0002236774,0.0005676287,0.006252243,0.00301678,0.0001086164,0.001193578,0.02362328,0.0002020794,0.0005044831,0.03749922,0.9266396,0.0001687442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0036136,0.016325,0.001681802,0.9458348,0.02159275,0.0000593249,0.00008798577,0.0002184872,0.01058617],"genre_scores_gemma":[0.09577666,0.02474092,0.0108064,0.8389275,0.01045701,0.0002925917,0.0002230082,0.0002926106,0.01848331],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02878675,"threshold_uncertainty_score":0.09630126,"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."}}