{"id":"W3208804597","doi":"10.1007/s00261-021-03314-2","title":"Mosaic mentoring: finding the right mentor for the issue at hand","year":2021,"lang":"en","type":"review","venue":"Abdominal Radiology","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; Health Sciences Centre; McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Hepatology; Mosaic; Internal 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002155612,0.0006247007,0.001765858,0.0001107458,0.0009523237,0.00007287343,0.00124178,0.0006877291,0.003887497],"category_scores_gemma":[0.0003040584,0.0003211021,0.0006467762,0.0002444835,0.0003080339,0.00002366902,0.0003242295,0.0008169439,0.0006940358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006122813,"about_ca_system_score_gemma":0.0002026682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002928089,"about_ca_topic_score_gemma":0.000005091729,"domain_scores_codex":[0.9960265,0.0007593345,0.0009612401,0.0009069039,0.000246618,0.001099416],"domain_scores_gemma":[0.9933187,0.004933561,0.0006134171,0.0009329426,0.00004907675,0.0001523453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003377502,0.00002832803,0.00000450071,0.0007044108,0.001410995,0.00004614855,0.001781493,5.639401e-7,0.000002980737,0.003045953,0.3970862,0.5958546],"study_design_scores_gemma":[0.000473627,0.0000789536,0.000004341983,0.001052431,0.00133685,0.0005755084,0.0002373867,0.000002894095,0.0000103972,0.00004068853,0.9958159,0.0003709854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001064926,0.9739266,0.0002319042,0.0009987452,0.01892859,0.001537415,0.00005621951,0.00003136961,0.00427852],"genre_scores_gemma":[0.000004637357,0.8396031,0.0001492015,0.0002884388,0.003147393,0.002444267,0.0001742412,0.00007283606,0.1541159],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5987297,"threshold_uncertainty_score":0.9999241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07789667410104219,"score_gpt":0.3961987426047702,"score_spread":0.3183020685037281,"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."}}