{"id":"W4367679947","doi":"10.1177/22925503231169778","title":"A Survey of Occupational Musculoskeletal Symptoms Among Canadian Plastic Surgeons and Trainees","year":2023,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Family medicine; Psychology; General surgery; Medical education","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":[0.0008521423,0.0002541053,0.0002032071,0.001121017,0.001233066,0.0004974576,0.0005888234,0.0003798438,0.002222386],"category_scores_gemma":[0.002986258,0.0002505291,0.0002565596,0.00257915,0.0004716842,0.0002528146,0.0005580022,0.0004012069,0.0003049341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00566095,"about_ca_system_score_gemma":0.01087728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9066228,"about_ca_topic_score_gemma":0.9214006,"domain_scores_codex":[0.9988546,0.00008219464,0.00007174964,0.00007834687,0.0006256597,0.000287356],"domain_scores_gemma":[0.9977459,0.0001705328,0.0005579279,0.00003973167,0.0009447489,0.000541113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003393275,0.00006992933,0.9888581,0.0001183775,0.0000165562,0.0001001209,0.001633077,0.00003250276,0.000278559,0.00001668898,0.002139101,0.006703108],"study_design_scores_gemma":[0.000003112224,0.00004069317,0.9973144,0.00002808454,0.000004313398,0.00004833387,0.00167563,0.00003182356,0.00002673785,0.000002918956,0.000819836,0.000004143797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947188,0.0002632432,0.0000432151,0.0003429028,0.00001164381,0.00007337519,0.002322569,0.000005263918,0.002218998],"genre_scores_gemma":[0.9967728,0.0007007268,0.0001607046,0.0003129384,0.00001316716,0.00005985688,0.001198567,0.000002023432,0.0007791472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09337723,"threshold_uncertainty_score":0.1878542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02656583549830358,"score_gpt":0.2810784428763681,"score_spread":0.2545126073780645,"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."}}