{"id":"W4387296130","doi":"10.1111/tct.13663","title":"Impact of accessible‐distributed model for research mentorship: A prospective survey study","year":2023,"lang":"en","type":"letter","venue":"The Clinical Teacher","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Mentorship; Survey research; Psychology; Computer science; Medicine; Medical education; Applied psychology","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":[0.01226316,0.0001961927,0.0002839968,0.0008185203,0.001851458,0.002311392,0.0008314894,0.001984036,0.01036435],"category_scores_gemma":[0.03277947,0.0004355398,0.0005651968,0.0009108859,0.0008652235,0.002943838,0.00217362,0.00286535,0.001402486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001437147,"about_ca_system_score_gemma":0.002654655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005564527,"about_ca_topic_score_gemma":0.009563052,"domain_scores_codex":[0.9883934,0.007534338,0.0007470918,0.00041679,0.001454597,0.001453862],"domain_scores_gemma":[0.9584799,0.01500432,0.007760977,0.00218879,0.004689903,0.01187609],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000611348,0.007331159,0.9562191,0.00007689086,0.00007953466,0.0003585484,0.004820092,0.00009732428,0.0001905219,0.0003408728,0.00322267,0.02665202],"study_design_scores_gemma":[0.0002145444,0.007793816,0.9461979,0.0002088464,0.00009748851,0.0005230742,0.0373216,0.0006373998,0.0002584759,0.00027376,0.006425709,0.00004740787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99299,0.0001617783,0.000148073,0.003809646,0.00005224237,0.0001618701,0.0001912157,0.000007283095,0.002477884],"genre_scores_gemma":[0.9969298,0.000134682,0.0001951272,0.001523987,0.00003852941,0.0001355873,0.00005508578,0.000004410446,0.0009827798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9877368,"threshold_uncertainty_score":0.06485456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8301900900146743,"score_gpt":0.6874377945856206,"score_spread":0.1427522954290537,"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."}}