{"id":"W4409260286","doi":"10.1055/a-2532-6860","title":"Expert learning in musculoskeletal ultrasound – an international observational study","year":2025,"lang":"en","type":"article","venue":"Ultraschall in der Medizin - European Journal of Ultrasound","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Facilitator; Likert scale; Session (web analytics); Psychology; Applied psychology; Computer science; Social psychology; Developmental psychology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00495889,0.0004468132,0.0008520583,0.001031397,0.0001313579,0.0001385441,0.001035269,0.0001434291,0.000559448],"category_scores_gemma":[0.009321721,0.0004101789,0.0003193834,0.001143887,0.0003014428,0.0008374057,0.0000763385,0.002135873,0.0000506369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000397129,"about_ca_system_score_gemma":0.0004328622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006597602,"about_ca_topic_score_gemma":0.0001544128,"domain_scores_codex":[0.9937453,0.001272601,0.002595824,0.0006914558,0.001145657,0.0005491294],"domain_scores_gemma":[0.993418,0.004270801,0.0006777632,0.0006069684,0.0006590034,0.0003674159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005323988,0.00552706,0.9518386,0.00003991993,0.0004010993,0.0004249989,0.003614004,0.0005966126,0.03100206,0.0005500357,0.0006666332,0.004806565],"study_design_scores_gemma":[0.00666171,0.001503386,0.9660848,0.0004157732,0.0001334556,0.000612561,0.006515795,0.0000443086,0.0002310932,0.000507818,0.01693834,0.0003509368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820886,0.0004229813,0.001277141,0.001886752,0.0009481133,0.0007148351,0.00000858029,0.000067558,0.01258542],"genre_scores_gemma":[0.9896662,0.000865084,0.006772988,0.001119981,0.0007680426,0.00002970307,0.0000947694,0.00007909101,0.0006041822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03077097,"threshold_uncertainty_score":0.999835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07873360376980258,"score_gpt":0.3995696277251629,"score_spread":0.3208360239553603,"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."}}