{"id":"W6912965878","doi":"10.5281/zenodo.6956736","title":"The Impact of Mentorship on the Research Performance of LIS PhDs","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mentorship; Productivity; Variance (accounting); Affect (linguistics); Quality (philosophy); Similarity (geometry)","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005330335,0.00007656779,0.0001074926,0.00016685,0.01300803,0.00005637823,0.001189816,0.00003432977,0.02676672],"category_scores_gemma":[0.001350536,0.00004823467,0.00006936415,0.0008754926,0.0002850198,0.0000729672,0.001254002,0.0009218759,0.001064209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004125953,"about_ca_system_score_gemma":0.00004761332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001830791,"about_ca_topic_score_gemma":0.000001116034,"domain_scores_codex":[0.9955817,0.002812313,0.0003336282,0.0001789299,0.0006744622,0.0004189338],"domain_scores_gemma":[0.997627,0.0005424477,0.0001845935,0.0005934895,0.0009584595,0.00009397528],"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":[0.0003490352,0.0004094516,0.0001900352,0.00008892745,0.00008227146,4.749292e-7,0.02031409,0.0003294387,0.00102473,0.08498417,0.8772953,0.01493207],"study_design_scores_gemma":[0.000243102,0.001002101,0.009089912,0.00003551373,0.000004458752,0.00000261461,0.01435003,0.0004663378,0.00005957766,0.0003974433,0.974286,0.00006290779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8453087,0.0001460683,0.000006689126,0.00721004,0.0002070808,0.0008312748,0.0002176284,0.00009119222,0.1459813],"genre_scores_gemma":[0.9950414,0.0002467599,0.000004755234,0.00005274018,0.0001093343,8.300635e-7,0.0001221293,0.0002693851,0.004152687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1497326,"threshold_uncertainty_score":0.9997136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3586823745694923,"score_gpt":0.4983323428490328,"score_spread":0.1396499682795405,"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."}}