{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.07228784,0.0003928485,0.00168339,0.0003168729,0.0002067411,0.00005265665,0.0009741168,0.001386727,0.0001937186],"category_scores_gemma":[0.3432065,0.0002059799,0.0007643978,0.00119221,0.0008668559,0.0000577795,0.0004196026,0.01101144,0.000120843],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008848885,"about_ca_system_score_gemma":0.01557624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001865358,"about_ca_topic_score_gemma":0.0001622213,"domain_scores_codex":[0.9861015,0.005614577,0.001738567,0.0009196019,0.003050083,0.002575643],"domain_scores_gemma":[0.962639,0.02843983,0.0005114313,0.002209195,0.002653228,0.003547364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002484799,0.001545164,0.1265027,0.0003202638,0.0008147743,0.00007274743,0.0003840583,0.000002664878,0.000001263521,9.571537e-7,0.8663167,0.001553915],"study_design_scores_gemma":[0.01005048,0.0184939,0.9156238,0.0006648226,0.0004472379,0.000005170143,0.0002245624,0.008493673,0.00000236762,0.001919652,0.04366114,0.0004131756],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.236071,0.00017092,0.000455807,0.7418507,0.000498284,0.01804605,0.002086527,0.0002079603,0.0006127168],"genre_scores_gemma":[0.7079779,0.0004765585,0.0001222807,0.1633844,0.01601661,0.002939433,0.003730048,0.0005509002,0.1048019],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8226556,"threshold_uncertainty_score":0.9999097,"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."}}