{"id":"W4381839275","doi":"10.1111/tct.13598","title":"Virtual medical research mentoring","year":2023,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medical education; Analytics; Peer mentoring; Workflow; Medical research; Health care; Psychology; Knowledge management; Medicine; Computer science; Political science; Data 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02104754,0.0007930789,0.0004142095,0.001402563,0.003665502,0.007945203,0.003072739,0.001804442,0.05159063],"category_scores_gemma":[0.049791,0.0002750936,0.001133641,0.0009408462,0.0023842,0.004282092,0.01884061,0.002649874,0.01049337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001283415,"about_ca_system_score_gemma":0.005438529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004103587,"about_ca_topic_score_gemma":0.0006202249,"domain_scores_codex":[0.972447,0.0204896,0.0008404008,0.001163369,0.003459627,0.001599902],"domain_scores_gemma":[0.9301975,0.02212376,0.005094303,0.01152579,0.005075396,0.02598326],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008497742,0.002387871,0.01567185,0.001431242,0.0001839947,0.001678199,0.02298956,0.002457606,0.00300673,0.02225787,0.1317441,0.7953411],"study_design_scores_gemma":[0.0004700508,0.002734401,0.009659994,0.001640576,0.0001382467,0.004385203,0.01772198,0.003319845,0.003427396,0.0290984,0.9272203,0.0001836143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2642314,0.008881304,0.1712397,0.07297443,0.009034867,0.004219301,0.001528428,0.00798193,0.4599086],"genre_scores_gemma":[0.8198366,0.00425032,0.07053243,0.01285611,0.003890433,0.002390582,0.001080914,0.0007752368,0.08438741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9789525,"threshold_uncertainty_score":0.1725879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4129716287875597,"score_gpt":0.5700671081894354,"score_spread":0.1570954794018757,"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."}}