{"id":"W4401286156","doi":"10.18260/1-2--46699","title":"Board 140: Towards Servingness-Oriented Mentorship","year":2024,"lang":"en","type":"article","venue":"","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada)","funders":"College of Engineering, New Mexico State University; New Mexico State University; National Science Foundation","keywords":"Mentorship; Computer science; Medical education; Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004987669,0.0001543486,0.0001345523,0.0001123395,0.00005100125,0.00005745285,0.0001957617,0.0001294446,0.01169211],"category_scores_gemma":[0.00002428722,0.0001240633,0.00005963441,0.0002856814,0.00002077875,0.00006802566,0.00008176754,0.0002395484,0.0039795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009775378,"about_ca_system_score_gemma":0.00004812777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001997883,"about_ca_topic_score_gemma":0.000003157041,"domain_scores_codex":[0.9986112,0.00005268502,0.0002476184,0.0004036034,0.0002533791,0.000431519],"domain_scores_gemma":[0.9995056,0.0000532969,0.00002042128,0.0002481529,0.00002382072,0.0001487239],"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":[0.00003623584,0.0001031296,0.004882526,0.0001402682,0.0003302223,0.0001526769,0.01099328,9.405637e-7,0.0006131174,0.2335553,0.6353794,0.1138129],"study_design_scores_gemma":[0.0001944641,0.00002941937,0.005578395,0.00007692846,0.00001822046,0.000009444639,0.0006423389,0.00003639772,0.0007899142,0.0006171889,0.9918142,0.000193104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1949336,0.00158784,0.002066221,0.004179101,0.03136438,0.0002035262,0.000006240594,0.001139512,0.7645196],"genre_scores_gemma":[0.6445504,0.00002227271,0.0007282893,0.0006447445,0.000626543,0.00008302583,0.00001386798,0.0000330559,0.3532977],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4496169,"threshold_uncertainty_score":0.996796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0388748413391991,"score_gpt":0.3434488538465683,"score_spread":0.3045740125073692,"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."}}