{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002717728,0.0002233902,0.0002359157,0.0006882321,0.0008559117,0.0006526563,0.0005152598,0.000590611,0.003211332],"category_scores_gemma":[0.01423964,0.0001080605,0.0002498997,0.0005774694,0.001108601,0.0005300996,0.0005851709,0.0006284856,0.0004954967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001500981,"about_ca_system_score_gemma":0.002468711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006336033,"about_ca_topic_score_gemma":0.0139976,"domain_scores_codex":[0.997511,0.0008257432,0.0003480201,0.0001208379,0.0009961148,0.0001981747],"domain_scores_gemma":[0.9919803,0.001806093,0.003730997,0.0003301619,0.001474617,0.0006778333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004678251,0.0003460746,0.8984942,0.0005345982,0.00004231374,0.00227845,0.005263068,0.0003283315,0.004646872,0.000513428,0.004876805,0.08220802],"study_design_scores_gemma":[0.00002743751,0.001232554,0.9584124,0.0004382175,0.00007251841,0.01087662,0.01475065,0.0008758245,0.00359789,0.0004514416,0.009207258,0.00005706634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989839,0.0005614823,0.0005947296,0.001599813,0.0000326682,0.0001317408,0.0001003128,0.00002476831,0.007115467],"genre_scores_gemma":[0.9967489,0.0003553585,0.001449757,0.000312993,0.00002185809,0.00003032835,0.00007228681,0.00000712049,0.001001446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006336033,"threshold_uncertainty_score":0.01437294,"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."}}