{"id":"W4394162267","doi":"10.6084/m9.figshare.19746262","title":"The who, what, and how of teamwork research in medical operating rooms: A scoping review","year":2022,"lang":"en","type":"review","venue":"Figshare","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Teamwork; Computer science; Political science","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":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006219871,0.0002045726,0.00116655,0.0001755173,0.002001368,0.0001116367,0.0004781703,0.0004279174,0.04417591],"category_scores_gemma":[0.01997739,0.0001354185,0.00009808885,0.001100227,0.00002468371,0.000206645,0.0006616423,0.003237226,0.00007735535],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002357541,"about_ca_system_score_gemma":0.006336627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003237496,"about_ca_topic_score_gemma":0.000418271,"domain_scores_codex":[0.9904783,0.006664668,0.001095862,0.0004026976,0.0008253454,0.000533142],"domain_scores_gemma":[0.9910277,0.007471808,0.0004366079,0.0005426196,0.0003394785,0.0001818009],"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":[4.640977e-7,0.000006432332,0.000001129504,0.292412,0.000006883331,0.000007071084,0.000210696,0.000001715625,5.395127e-10,0.00002015703,0.03360405,0.6737294],"study_design_scores_gemma":[0.00003763073,0.00001341016,2.685714e-7,0.5114433,0.000006042218,0.000002666815,0.0003629058,0.0001269808,1.583937e-9,9.169056e-7,0.4879463,0.00005949609],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.365783e-8,0.9879884,6.029036e-7,0.002913213,0.0001709265,0.004848215,0.003698659,0.00001739609,0.000362524],"genre_scores_gemma":[2.617849e-7,0.9697506,0.00007282984,0.0003922544,0.0002145615,0.006294538,0.02288899,0.00004616186,0.0003398409],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6736699,"threshold_uncertainty_score":0.9992979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6042968724979676,"score_gpt":0.6289144170093515,"score_spread":0.02461754451138387,"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."}}