{"id":"W2601616524","doi":"10.18260/p.24433","title":"Librarians: The next generation. Mentorship at the University of Toronto","year":2015,"lang":"en","type":"article","venue":"","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mentorship; Internship; Medical education; Library science; Sociology; Socialization; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004732842,0.00005168907,0.00005380432,0.000003856424,0.0001067189,0.00001045868,0.0002539968,0.0000478802,0.008484432],"category_scores_gemma":[0.00001565902,0.0000279553,0.00002210117,0.00003007124,0.00004734283,0.00008629489,0.00008595973,0.00005200359,0.0003163423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001052893,"about_ca_system_score_gemma":0.00003615796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911964,"about_ca_topic_score_gemma":0.0004377671,"domain_scores_codex":[0.9994264,0.0001229678,0.00008650493,0.0001085244,0.0001332536,0.0001223499],"domain_scores_gemma":[0.9995749,0.00005826847,0.00004392002,0.0002439276,0.0000210917,0.00005787603],"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":[0.00002256012,0.00002065479,0.001585002,0.000001105165,0.00005005924,0.000001011203,0.01793461,0.00000453183,0.0003814176,0.02582058,0.9500064,0.004172127],"study_design_scores_gemma":[0.0002802607,0.00001926172,0.002334993,0.000002564985,0.00001100566,0.000001732584,0.008826739,0.00003292876,0.0003855881,0.00008090533,0.9879734,0.00005063736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2148,0.00364806,0.000456094,0.007597272,0.003918886,0.0002377411,0.000003184247,0.00005408882,0.7692847],"genre_scores_gemma":[0.5289921,0.0000788764,0.0002848027,0.000647878,0.0003293904,0.000002908803,0.000007855811,0.000006802383,0.4696495],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.314192,"threshold_uncertainty_score":0.9924219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153684591253104,"score_gpt":0.2919053679517749,"score_spread":0.1382207766986709,"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."}}