{"id":"W2591281688","doi":"10.1067/j.cpradiol.2017.02.008","title":"Mentorship in Radiology","year":2017,"lang":"en","type":"article","venue":"Current Problems in Diagnostic Radiology","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Mentorship; Medicine; Radiology; Medical education; Academic 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002032215,0.0003138538,0.0006097787,0.0003580466,0.0001471726,0.00003719169,0.001134005,0.0003863809,0.000471868],"category_scores_gemma":[0.005300838,0.000301499,0.00006386662,0.0001206245,0.0003564774,0.0001147392,0.0002206238,0.0009353749,0.0004640545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002597219,"about_ca_system_score_gemma":0.00007311599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002789264,"about_ca_topic_score_gemma":0.00009789506,"domain_scores_codex":[0.9964606,0.00050007,0.0009260537,0.0008205447,0.0001381928,0.001154538],"domain_scores_gemma":[0.9962554,0.002247152,0.0003921998,0.0009105435,0.00002362085,0.0001710752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002383451,0.0003025011,0.9140902,0.0000521631,0.00003179738,0.0001090854,0.002469362,0.00008147442,0.00003848995,0.01652546,0.009220476,0.05705518],"study_design_scores_gemma":[0.002578327,0.0001173352,0.8646085,0.0003467814,0.00001160405,0.00009978713,0.00007950058,0.00002236919,0.00001678446,0.007593046,0.1241298,0.0003961801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9284268,0.01596354,0.0001658306,0.001298979,0.03352774,0.001007032,0.00001001094,0.00008086381,0.01951922],"genre_scores_gemma":[0.9956313,0.002177575,0.0000918069,0.00008931978,0.0005230766,0.0008910506,0.0000292312,0.0000283865,0.0005382583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1149094,"threshold_uncertainty_score":0.9999437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07157277324825045,"score_gpt":0.366613632714941,"score_spread":0.2950408594666906,"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."}}