{"id":"W2046813987","doi":"10.1097/icl.0b013e31805ce1c0","title":"A Comparative Study of the Impact of Certified and Noncertified Ophthalmic Medical Personnel on Practice Quality and Productivity","year":2007,"lang":"en","type":"article","venue":"Eye & Contact Lens Science & Clinical Practice","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Productivity; Quality (philosophy); Medicine; Optometry; Management; Economics","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":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06601357,0.0003115101,0.001164404,0.0001295565,0.001052431,0.00003510152,0.0007235331,0.0003348346,0.0001824701],"category_scores_gemma":[0.3528004,0.0001871182,0.0001561813,0.001004536,0.002856556,0.001969371,0.0005785323,0.00309785,0.00002146437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924613,"about_ca_system_score_gemma":0.002441249,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009010762,"about_ca_topic_score_gemma":0.0005280985,"domain_scores_codex":[0.9844938,0.0085197,0.002530438,0.001122446,0.002571925,0.0007616916],"domain_scores_gemma":[0.8966643,0.09562027,0.003437247,0.001463051,0.002022832,0.0007923224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02292676,0.02291662,0.8187838,0.0003480806,0.0005043943,0.0000775045,0.1138502,0.000009289715,0.008168931,0.005238771,0.0005342782,0.006641373],"study_design_scores_gemma":[0.002570028,0.004731813,0.8679796,0.0002210086,0.0001974316,0.00001774264,0.122411,0.0001597049,0.000138216,0.00008544017,0.001282385,0.0002056277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617957,0.0000869131,0.00003032899,0.02408828,0.000738482,0.002186712,0.000008990733,0.00002815323,0.01103646],"genre_scores_gemma":[0.9975789,0.00006527331,0.0002474989,0.001683895,0.0003115048,0.00002348112,6.587397e-7,0.00001312584,0.0000756737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2867868,"threshold_uncertainty_score":0.9998571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3841045741317593,"score_gpt":0.6320458829623882,"score_spread":0.2479413088306289,"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."}}