{"id":"W4221076582","doi":"10.1038/s41390-022-01950-y","title":"Doing a PhD: ten golden rules","year":2022,"lang":"en","type":"editorial","venue":"Pediatric Research","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Interim; Period (music); Set (abstract data type); Political science; Medical education; Public relations; Operations research; Library science; Medicine; Computer science; Engineering; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03798785,0.006564334,0.007721493,0.006029048,0.009191453,0.02712737,0.009104994,0.06455203,0.0164564],"category_scores_gemma":[0.1230654,0.003149817,0.005197108,0.003217007,0.008913729,0.01257702,0.005325068,0.06979675,0.01586957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00930809,"about_ca_system_score_gemma":0.0134245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004706435,"about_ca_topic_score_gemma":0.02038179,"domain_scores_codex":[0.9648365,0.008773788,0.003990531,0.003134337,0.01713318,0.002131576],"domain_scores_gemma":[0.857973,0.08170463,0.004832073,0.00367223,0.03300909,0.01880896],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001577942,0.000009184407,0.00001341099,0.0001532405,0.00002266294,0.00003943278,0.00001667213,0.00001093441,0.00001466973,0.0004219626,0.99651,0.002772118],"study_design_scores_gemma":[0.0001229378,0.0000232069,0.0001913438,0.001451949,0.0001189684,0.0001499308,0.0001222522,0.0001403217,0.0000495199,0.004121581,0.9934542,0.00005373899],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001106084,0.004117025,0.0001035003,0.05964149,0.9351154,0.00001536078,0.00002304313,0.00003407621,0.0009390008],"genre_scores_gemma":[0.0001716357,0.002592105,0.0001350514,0.05681654,0.9359846,0.00003819748,0.00001536269,0.0000427017,0.004203912],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9620122,"threshold_uncertainty_score":0.2009013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1742967309755112,"score_gpt":0.5072151826681021,"score_spread":0.3329184516925909,"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."}}