{"id":"W4388871429","doi":"10.1097/nor.0000000000000983","title":"Orthopaedic Nurse Navigators and Total Joint Arthroplasty Preoperative Optimization","year":2023,"lang":"en","type":"review","venue":"Orthopaedic Nursing","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Center for Advancing Translational Sciences; Reseau canadien de recherche respiratoire","keywords":"Medicine; Joint arthroplasty; Substance use; Smoking cessation; MEDLINE; Arthroplasty; Nursing; Medical emergency; Surgery; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003123443,0.001007875,0.002526265,0.0006063504,0.0003171356,0.0001025842,0.00007939546,0.0005712697,0.000175937],"category_scores_gemma":[0.0002237587,0.0008208334,0.0008325456,0.001033442,0.000402679,0.000188929,0.00006205306,0.0008817487,0.0002040444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006215834,"about_ca_system_score_gemma":0.00117182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001740738,"about_ca_topic_score_gemma":0.00000341937,"domain_scores_codex":[0.9959553,0.0002614723,0.001153555,0.001185247,0.0007143243,0.0007300407],"domain_scores_gemma":[0.9979716,0.0001450245,0.0005013186,0.0006588657,0.0001569698,0.0005662422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000305879,0.0004620113,0.0002418027,0.01576075,0.000672283,0.0004081567,0.001616663,0.00005965361,2.317342e-7,0.00007949936,0.0005950694,0.9800733],"study_design_scores_gemma":[0.007756545,0.002900453,0.0009660553,0.6951042,0.02718987,0.006752192,0.005243754,0.002786155,0.000003191945,0.00007404684,0.2475794,0.003644121],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004525058,0.992383,0.0005966941,0.0001845815,0.001708369,0.003187958,0.0001117231,0.000498688,0.000876472],"genre_scores_gemma":[0.00008669849,0.9930606,0.002310385,0.00003827395,0.0005930702,0.0003416646,0.001475154,0.000336532,0.00175763],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9764292,"threshold_uncertainty_score":0.9994243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327032451598263,"score_gpt":0.334297724493663,"score_spread":0.3010273999776804,"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."}}