{"id":"W4382540270","doi":"10.3310/nihropenres.14495.r29152","title":"Peer Review Report For: In which context and for whom can interventions improve leadership of surgical trainees, surgeons and surgical teams and why: a realist review protocol [version 1; peer review: 3 approved, 1 approved with reservations]","year":2023,"lang":"en","type":"review","venue":"Monash University","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Psychological intervention; Context (archaeology); Health care; Grey literature; Medicine; Systematic review; Leadership development; Medical education; Stakeholder; Protocol (science); Nursing; Public relations; Psychology; MEDLINE; Political science; Alternative medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1501387,0.005168273,0.0153864,0.01281459,0.006913843,0.02235248,0.008648085,0.01392092,0.2305638],"category_scores_gemma":[0.5138549,0.00698763,0.01210675,0.01129776,0.009342761,0.01951567,0.01097416,0.01347547,0.1563956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008346613,"about_ca_system_score_gemma":0.06646665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002922856,"about_ca_topic_score_gemma":0.004928786,"domain_scores_codex":[0.7523819,0.1079495,0.05772005,0.01719118,0.05851376,0.006243665],"domain_scores_gemma":[0.3505631,0.1340071,0.05467579,0.08729376,0.3623285,0.01113175],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001956217,0.0002365013,0.0006939469,0.09162679,0.001380507,0.0004339317,0.002873658,0.0003576876,0.001338776,0.006442768,0.8309994,0.06165994],"study_design_scores_gemma":[0.00862681,0.0003278494,0.003960521,0.1665852,0.001197863,0.0007796934,0.003222963,0.00228994,0.003224569,0.01770869,0.7911404,0.0009354393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"commentary","genre_scores_codex":[0.003071337,0.006963757,0.03699587,0.05470495,0.04022738,0.756079,0.05461045,0.006635637,0.0407116],"genre_scores_gemma":[0.01569019,0.006213465,0.07673732,0.008260723,0.005314894,0.8471854,0.01214116,0.00360634,0.02485042],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8498613,"threshold_uncertainty_score":0.7940189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3549281667430206,"score_gpt":0.4626049345483509,"score_spread":0.1076767678053303,"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."}}