{"id":"W2727814771","doi":"10.1093/geroni/igx004.1081","title":"MAKING MENTORING MEANINGFUL","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Mentorship; Medical education; Field (mathematics); Public relations; Political science; Psychology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001083989,0.00007895981,0.00008809802,0.0002483093,0.0002289898,0.00009875347,0.0002588356,0.00005288855,0.0002317491],"category_scores_gemma":[0.0002109109,0.00008621252,0.000009243535,0.0001976087,0.00001886398,0.0001570396,0.00008482474,0.0002052438,0.00009936452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050095,"about_ca_system_score_gemma":0.00001343314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004722214,"about_ca_topic_score_gemma":0.000001916979,"domain_scores_codex":[0.9990029,0.00001964813,0.0003514788,0.0002066422,0.0001447707,0.0002746149],"domain_scores_gemma":[0.9993587,0.00002684713,0.0002582185,0.0003011079,0.0000411718,0.00001391386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001066568,0.00003130887,0.5945132,0.00002041708,0.00003162362,0.00003606031,0.01636093,0.00001525519,0.002830687,0.2250316,0.002828348,0.1582899],"study_design_scores_gemma":[0.001457911,0.00001267433,0.6826934,0.000688036,0.000005604161,0.00001073783,0.002368939,0.000107607,0.002456656,0.005363575,0.3043896,0.0004452136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6941984,0.0000362761,0.001509843,0.001068525,0.006856638,0.00008532221,3.572182e-7,0.00007280802,0.2961718],"genre_scores_gemma":[0.9927632,0.000001338704,0.00100021,0.0001973074,0.000304766,0.00003011108,0.00000201793,0.00001154281,0.005689547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3015613,"threshold_uncertainty_score":0.3515644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11862270238683,"score_gpt":0.4123640868265311,"score_spread":0.2937413844397012,"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."}}