{"id":"W4384282016","doi":"10.1055/s-0043-1768940","title":"Permanent Brachial Plexus Birth Injury: Helsinki Shoulder Protocol","year":2023,"lang":"en","type":"review","venue":"Seminars in Plastic Surgery","topic":"Nerve Injury and Rehabilitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Brachial plexus injury; Brachial plexus; External rotation; Avulsion injury; Birth injury; Surgery; Shoulder dystocia; Magnetic resonance imaging; Avulsion; Ultrasound; Pregnancy; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001334493,0.0007102787,0.002874777,0.001466979,0.00008937143,0.00003944895,0.0001839139,0.0007387592,0.0002744396],"category_scores_gemma":[0.003123091,0.0005494772,0.0009483945,0.001382301,0.0002021643,0.00009876017,0.0001362285,0.001135856,0.0004703081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004054683,"about_ca_system_score_gemma":0.001221409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001525253,"about_ca_topic_score_gemma":0.000007729015,"domain_scores_codex":[0.9956548,0.0004193138,0.001703473,0.0008458957,0.0006962336,0.0006802956],"domain_scores_gemma":[0.9883763,0.0102065,0.0004884526,0.0006097898,0.00008188927,0.0002370388],"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":[0.0004340777,0.0005091631,0.002295424,0.1131488,0.0002073202,0.000802321,0.00009991421,0.000003391828,0.000003372829,0.00005980163,0.02697431,0.8554621],"study_design_scores_gemma":[0.0003036462,0.0002886366,0.0006063239,0.1019737,0.0004079463,0.0001715072,0.00004576637,0.00001629585,0.000004145872,0.00006429724,0.8955851,0.0005326209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001987715,0.8671798,0.00001449382,0.00006159173,0.00795511,0.1211214,0.0003803298,0.0006220328,0.0006775407],"genre_scores_gemma":[0.00005312547,0.8660998,0.00009299546,0.00005859846,0.001321409,0.1279794,0.0005713858,0.0002792579,0.00354401],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8686108,"threshold_uncertainty_score":0.9996957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06211363325239196,"score_gpt":0.3839816533946945,"score_spread":0.3218680201423025,"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."}}