{"id":"W4414516464","doi":"10.1080/08989621.2025.2560886","title":"A classroom exercise for improving mentor/mentee relationships","year":2025,"lang":"en","type":"article","venue":"Accountability in Research","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Physical activity; Component (thermodynamics); Research ethics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"incentives","study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0120796,0.0001291428,0.0002085446,0.0004738815,0.0003142838,0.00007118831,0.0004746345,0.0002066645,0.000371063],"category_scores_gemma":[0.001682539,0.0001282667,0.00005313159,0.0008195125,0.000121768,0.0001253959,0.0002091814,0.00103473,0.0001521183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008040211,"about_ca_system_score_gemma":0.0002437665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163846,"about_ca_topic_score_gemma":0.0001864494,"domain_scores_codex":[0.9971579,0.0004290384,0.0005106392,0.0006088344,0.0004531126,0.0008405071],"domain_scores_gemma":[0.9969311,0.002099401,0.00004466009,0.0006070379,0.0002333577,0.00008442209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001005279,0.0009093698,0.774655,0.0005598544,0.00006432498,0.000005269539,0.01035199,0.000007143447,0.0006942179,0.03220684,0.07711222,0.1024284],"study_design_scores_gemma":[0.004812046,0.000151699,0.5893614,0.0005835532,0.00003413664,0.000001673145,0.03079689,0.0004550788,0.001111546,0.05324937,0.3188963,0.0005462802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486915,0.0007881499,0.0005685302,0.003078045,0.002528299,0.002396243,0.00001798956,0.00008212767,0.04184906],"genre_scores_gemma":[0.9742373,0.00001881793,0.000752117,0.00006926127,0.00007942687,0.002207186,0.00001687191,0.00001425501,0.02260481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2417841,"threshold_uncertainty_score":0.5230564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2416157993572732,"score_gpt":0.4966661895393897,"score_spread":0.2550503901821164,"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."}}