{"id":"W2997318153","doi":"10.1055/s-0032-1311672","title":"Preface","year":2012,"lang":"en","type":"article","venue":"Seminars in Hearing","topic":"Musicians’ Health and Performance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Professional development; Medical education; Reflection (computer programming); Continuing professional development; Clinical Practice; Health professions; Focus (optics); Psychology; Engineering ethics; Medicine; Political science; Nursing; Health care; Engineering; Computer science","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":[0.000325731,0.00005890141,0.0001183134,0.00006475001,0.0000340245,0.000002946,0.00002989995,0.00005522023,0.0001239699],"category_scores_gemma":[0.00004508349,0.00005454967,0.00001829776,0.0001315416,0.00001433165,0.00009319421,0.00002227926,0.0002043293,0.00009621022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006401569,"about_ca_system_score_gemma":0.00003356131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008726173,"about_ca_topic_score_gemma":0.000008516254,"domain_scores_codex":[0.9992926,0.00001054742,0.000138107,0.00008309699,0.0001056078,0.0003700201],"domain_scores_gemma":[0.9996387,0.00002962661,0.00001857797,0.000150985,0.000009354465,0.0001527244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004452569,0.00004906303,0.9610443,0.0002203758,0.000001793931,0.000005128632,0.001394604,0.00000527267,0.0008886128,0.0000857855,0.001525498,0.034735],"study_design_scores_gemma":[0.0004497979,0.00007787442,0.8979757,0.0007182517,0.000006600388,0.00007098501,0.0001626984,0.0004717928,0.002547924,0.00001799561,0.09740425,0.00009617816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691046,0.002627717,0.00001341576,0.0003555673,0.0007457763,0.00015714,3.936194e-7,0.0000286731,0.02696669],"genre_scores_gemma":[0.9956154,0.0002366768,0.001478945,0.001007108,0.0006808441,0.00001097005,0.000002248249,0.000009871887,0.0009579848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09587875,"threshold_uncertainty_score":0.2224471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0485219669977945,"score_gpt":0.3410070760103662,"score_spread":0.2924851090125717,"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."}}