{"id":"W2013489772","doi":"10.1097/opx.0b013e31823b0073","title":"Evaluation of the Clinical Maxim: “If It Ain't Broke, Don't Fix It”","year":2011,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; St. Jerome's University","funders":"","keywords":"Maxim; Medicine; Medical prescription; Optometry; Nursing; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008019567,0.00008695779,0.0002039788,0.0001490346,0.0003024565,0.00001033925,0.0001954439,0.00007695684,0.0004138172],"category_scores_gemma":[0.00175762,0.00005005019,0.00005678057,0.000959774,0.001413513,0.0001952942,0.0002411276,0.0001540954,0.00001974493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001985383,"about_ca_system_score_gemma":0.0001471258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006043032,"about_ca_topic_score_gemma":2.262935e-7,"domain_scores_codex":[0.9981117,0.0001681939,0.0003138688,0.000303421,0.0009185622,0.0001842531],"domain_scores_gemma":[0.9988503,0.0001594053,0.0001271064,0.0003096792,0.000454663,0.00009881226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001192765,0.0004746767,0.9740334,0.00003614271,0.00002190084,0.000001199326,0.0005311489,3.583882e-7,0.0009367209,0.00004737636,0.0008635274,0.02293426],"study_design_scores_gemma":[0.0008617128,0.001464828,0.9934455,0.0001365367,0.0001205559,0.00003415831,0.0004615967,0.0006383606,0.002439734,0.000119152,0.0002184177,0.00005942055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828133,0.0001065954,0.00002379807,0.0008179572,0.0004395958,0.0002503383,0.000001486626,0.000007869264,0.01553907],"genre_scores_gemma":[0.9983827,0.00009672784,0.000357061,0.0005247287,0.00003545902,0.000004676835,3.246605e-7,0.000003047171,0.0005952557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02287484,"threshold_uncertainty_score":0.5208146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1833830731176732,"score_gpt":0.5657884079219379,"score_spread":0.3824053348042646,"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."}}