{"id":"W4403924432","doi":"10.1097/opx.0000000000002198","title":"Empowering optometrists with evidence: The American Academy of Optometry and Cochrane Eyes and Vision Educational Program","year":2024,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Eye Institute","keywords":"Optometry; Medicine; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003023224,0.0001559949,0.0003264876,0.001205999,0.0004488754,0.0001869939,0.0001931006,0.00007341759,0.00003997323],"category_scores_gemma":[0.0006988995,0.00008924422,0.00002557906,0.006095803,0.003738839,0.0005447039,0.0002512559,0.0004929084,0.000004696712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003568867,"about_ca_system_score_gemma":0.0002390806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001259858,"about_ca_topic_score_gemma":4.978907e-8,"domain_scores_codex":[0.9976905,0.0000793869,0.0002710001,0.0006176927,0.0009597623,0.0003816393],"domain_scores_gemma":[0.9975511,0.001661231,0.00009251836,0.0001782828,0.0001617625,0.0003550805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006650214,0.0002238506,0.7892355,0.002086579,0.00002638021,0.00001357505,0.0004102435,5.078364e-7,0.01188598,0.000279432,0.00008201495,0.1950909],"study_design_scores_gemma":[0.0002898142,0.002774362,0.989935,0.002030776,0.00002497905,0.0005487596,0.0003494036,0.001541601,0.002065993,0.00002614437,0.0003050118,0.0001081199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800032,0.0138489,0.00004011504,0.005306917,0.00007590694,0.0004654511,0.000003942422,0.0000298314,0.0002257875],"genre_scores_gemma":[0.9937283,0.003665345,0.002152535,0.0001484741,0.00006938676,0.0000234266,0.000001153446,0.00001038379,0.0002009545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2006995,"threshold_uncertainty_score":0.9989724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07361497989107915,"score_gpt":0.6671928573460207,"score_spread":0.5935778774549416,"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."}}