{"id":"W196454698","doi":"10.1093/pch/15.4.193","title":"Advice for residents in paediatrics who have completed training and are starting their first real job","year":2010,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Advice (programming); Training (meteorology); Medicine; Medical education; Family medicine; Pediatrics; Nursing; Computer science; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00179609,0.0005838678,0.000534924,0.0007994873,0.002709254,0.00117022,0.001011442,0.003440835,0.09236663],"category_scores_gemma":[0.01820562,0.0004535476,0.0005900743,0.0004900862,0.001085648,0.002404352,0.002425116,0.004963173,0.02839083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001242164,"about_ca_system_score_gemma":0.005968417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009614786,"about_ca_topic_score_gemma":0.03183295,"domain_scores_codex":[0.9987437,0.0004933699,0.0001015418,0.0001091062,0.0002885961,0.0002636614],"domain_scores_gemma":[0.9894578,0.001618193,0.0006134505,0.0002164421,0.002156108,0.005937952],"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":[0.00001317738,0.00002955143,0.0006545273,0.000122831,0.000002124181,0.000907051,0.0004608551,0.00001409911,0.00006168053,0.0001207021,0.9736841,0.02392941],"study_design_scores_gemma":[0.00005146461,0.00006073227,0.00447984,0.001043291,0.00001094782,0.004497382,0.005838078,0.00005725479,0.00009596478,0.001062217,0.9827709,0.00003192382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01466151,0.03742265,0.003738845,0.7420169,0.05321822,0.0005409771,0.0004797229,0.001899551,0.1460217],"genre_scores_gemma":[0.07844092,0.06011802,0.02024798,0.484662,0.0377716,0.001741468,0.0007719549,0.0007823875,0.3154637],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09236663,"threshold_uncertainty_score":0.3089972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03905448100161695,"score_gpt":0.3047346397233188,"score_spread":0.2656801587217018,"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."}}