{"id":"W2014060250","doi":"10.1016/j.jhsa.2009.12.014","title":"How Plastic Surgery–Trained Hand Surgeons Fulfill Maintenance of Certification Requirements","year":2010,"lang":"en","type":"article","venue":"The Journal Of Hand Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Saint John Regional Hospital","funders":"","keywords":"Maintenance of Certification; Certification; Medicine; Plastic surgery; Medical physics; Surgery; Medical education; Operations management; General surgery; Management; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008288804,0.00009157159,0.0003558674,0.0001834911,0.000496901,0.0001175659,0.000356358,0.00007975749,0.0001649276],"category_scores_gemma":[0.004711739,0.00006047818,0.0002019863,0.0003076451,0.001011387,0.0003228448,0.00002771678,0.0002651157,0.000003703914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002915861,"about_ca_system_score_gemma":0.0003825192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002184367,"about_ca_topic_score_gemma":0.0007474977,"domain_scores_codex":[0.9979471,0.0003011705,0.0004124481,0.00007817508,0.0009799427,0.0002811567],"domain_scores_gemma":[0.994075,0.004380388,0.0006333875,0.0001732795,0.0005897338,0.0001482349],"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":[0.001720138,0.0005704311,0.2866038,0.0001679671,0.0005429177,0.0001998218,0.03323862,0.00002596995,0.1100697,0.002740564,0.5125761,0.05154395],"study_design_scores_gemma":[0.002411062,0.0003143089,0.3220339,0.001920496,0.001020351,0.0003282393,0.09962367,0.00008515935,0.04528313,0.005850933,0.5199358,0.001192971],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880966,0.0001756762,0.0005593941,0.00665728,0.003861655,0.00006010997,0.000009201568,0.00000609658,0.0005739815],"genre_scores_gemma":[0.9983177,0.0004495178,0.00001440295,0.00009012619,0.0002771808,5.471117e-7,0.000002445129,0.000005917374,0.0008421752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06638506,"threshold_uncertainty_score":0.5640733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05955147760516125,"score_gpt":0.2709901471554334,"score_spread":0.2114386695502722,"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."}}