{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.03218392,0.00009745231,0.0001889406,0.00007272024,0.0002051183,0.00002107694,0.0007973879,0.0003119848,0.007862221],"category_scores_gemma":[0.003844734,0.00006061995,0.00008916706,0.0004730425,0.0003091454,0.00002102087,0.0004260715,0.001950885,0.02059215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004410276,"about_ca_system_score_gemma":0.00008166018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000424442,"about_ca_topic_score_gemma":0.000001489862,"domain_scores_codex":[0.9956945,0.001572475,0.0005656588,0.0003808722,0.001051335,0.0007351207],"domain_scores_gemma":[0.9958484,0.003247675,0.00004886722,0.0005095747,0.00003608731,0.0003094051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004016547,0.0001353071,0.01538181,0.000002015229,0.0001013695,0.00004481783,0.0036778,4.756189e-7,0.000008021472,0.009311894,0.6963001,0.2749962],"study_design_scores_gemma":[0.0005304874,0.00008877449,0.05004393,0.00003620577,0.000006694282,0.000003345515,0.001976343,0.00004476279,0.000006671074,0.001305165,0.9458593,0.00009837067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8025172,0.0001415943,0.00002944978,0.01951094,0.01149131,0.000205317,8.636644e-7,0.0004103312,0.165693],"genre_scores_gemma":[0.5608122,0.0001413948,0.00001859487,0.0004950245,0.003414829,0.00009559334,0.000004257145,0.00002806614,0.43499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2748978,"threshold_uncertainty_score":0.9965703,"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."}}