{"id":"W3202244120","doi":"10.1053/j.semtcvs.2021.09.015","title":"Surgeon Strength: Ergonomics and Strength Training in Cardiothoracic Surgery","year":2021,"lang":"en","type":"review","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Cardiothoracic surgery; Human factors and ergonomics; Physical therapy; Strength training; Surgery; Physical medicine and rehabilitation; Poison control; Medical emergency","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009047183,0.0009125328,0.008175502,0.001636213,0.00009377333,0.00008705426,0.00009681992,0.001006143,0.00002360308],"category_scores_gemma":[0.001837456,0.000846593,0.004324483,0.001385774,0.0002931402,0.0001797895,0.0001523498,0.001195829,0.000003737082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002705676,"about_ca_system_score_gemma":0.001303653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009300848,"about_ca_topic_score_gemma":0.00003194317,"domain_scores_codex":[0.9931347,0.002159219,0.001767766,0.001469945,0.000636854,0.0008314988],"domain_scores_gemma":[0.9932751,0.004886555,0.0002972707,0.00109996,0.00008711842,0.0003539747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003639288,0.00007122009,0.004091234,0.03901837,0.001169675,0.0007718948,0.0003350756,0.000005616482,2.978088e-7,0.00001018293,0.000148595,0.9543414],"study_design_scores_gemma":[0.0003872281,0.00004977659,0.004473988,0.1690733,0.003462078,0.00121435,0.003538722,0.00005299163,0.000004641774,0.00003087188,0.8158189,0.001893118],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03681593,0.961161,0.00002195928,0.00001837833,0.000701397,0.000890478,0.00003667935,0.00005789792,0.0002962894],"genre_scores_gemma":[0.007031149,0.9912758,0.0002851983,0.00002081645,0.0003397113,0.0002011058,0.0005968862,0.00015307,0.00009623371],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9524483,"threshold_uncertainty_score":0.9993985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04195877686956547,"score_gpt":0.3212283050447556,"score_spread":0.2792695281751901,"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."}}