{"id":"W3159170793","doi":"10.1097/aln.0000000000003797","title":"Automated Nerve Monitoring in Shoulder Arthroplasty: A Prospective Randomized Controlled Study","year":2021,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Intraoperative Neuromonitoring and Anesthetic Effects","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Arthroplasty; Randomized controlled trial; Surgery","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":[0.0008296745,0.0002755958,0.002110074,0.000152547,0.00008433467,0.0000244619,0.00005459544,0.0001589683,0.0000435299],"category_scores_gemma":[0.00111027,0.0001925435,0.0002394687,0.0002893767,0.0001509359,0.00004256602,0.00002902396,0.0003916401,0.00003797791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005668641,"about_ca_system_score_gemma":0.000181155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005166736,"about_ca_topic_score_gemma":0.000006859108,"domain_scores_codex":[0.9967583,0.001597914,0.0005515377,0.0005045789,0.0002026839,0.0003849514],"domain_scores_gemma":[0.9981521,0.00111295,0.0001035436,0.0002938177,0.0002442988,0.00009328101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1052845,0.001951147,0.859439,0.00003879843,0.0003693859,0.0204899,0.002712611,0.0001058112,0.008967892,0.0001876595,0.00004000306,0.0004133362],"study_design_scores_gemma":[0.5668494,0.001826052,0.4158756,0.0001975199,0.0003016387,0.001778525,0.00165881,0.0009744029,0.01015956,0.00008201769,0.00004171562,0.0002546769],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955837,0.0005405338,0.000003198709,0.0002551221,0.000425668,0.00246663,2.405638e-7,0.0002840346,0.00044093],"genre_scores_gemma":[0.9979564,0.00004454347,0.0001530177,0.0001452129,0.0002559233,0.0007401526,0.000003892434,0.00003396856,0.0006669083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4615649,"threshold_uncertainty_score":0.7851698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01458896157017137,"score_gpt":0.3078215977422472,"score_spread":0.2932326361720758,"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."}}