{"id":"W4416768289","doi":"10.26522/brocked.v34i2.1254","title":"Reinvigorating the Notion of Becoming “Scholars Before Researchers”: Experiences With Systematic Literature Reviews","year":2025,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; St. Clair College","funders":"","keywords":"Coursework; Relation (database); Systematic review; Field (mathematics); Component (thermodynamics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":["metaresearch"],"category_scores_codex":[0.5066151,0.001437873,0.00286743,0.009831187,0.02113005,0.03442375,0.007084297,0.01202433,0.002445517],"category_scores_gemma":[0.5555136,0.003944811,0.002818914,0.007829661,0.04949676,0.04462703,0.04860828,0.01850333,0.0006233319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01493711,"about_ca_system_score_gemma":0.03608577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002755872,"about_ca_topic_score_gemma":0.00962384,"domain_scores_codex":[0.2089572,0.7396816,0.02279243,0.006148389,0.01733976,0.005080666],"domain_scores_gemma":[0.1932904,0.7398908,0.02420809,0.01807888,0.01720973,0.007322194],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000051351,0.00003508761,0.000904282,0.002745985,0.00008200288,0.0008283223,0.9719372,0.0001015999,0.0007151215,0.006504159,0.001351074,0.01474381],"study_design_scores_gemma":[0.00007844889,0.0002632335,0.000655574,0.0104216,0.0001220617,0.002343237,0.9000869,0.0003763078,0.0007993068,0.01333274,0.07140052,0.0001199673],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4596218,0.06846609,0.1215128,0.3135523,0.005190234,0.003673926,0.0002389122,0.000582647,0.02716132],"genre_scores_gemma":[0.8390113,0.02134183,0.08978218,0.04022229,0.001409434,0.004555799,0.0001204827,0.0003952189,0.003161469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4933849,"threshold_uncertainty_score":0.6084315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2151578384728116,"score_gpt":0.5492158836317359,"score_spread":0.3340580451589243,"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."}}