{"id":"W3036168776","doi":"10.1038/s42255-020-0221-x","title":"Career pathways, part 1","year":2020,"lang":"en","type":"article","venue":"Nature Metabolism","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Career Pathways; Stage (stratigraphy); Psychology; Medical education; Library science; Medicine; Computer science; Biology","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":[0.004484151,0.0008042676,0.0004627293,0.00287744,0.003196061,0.00639785,0.001575011,0.002700818,0.2715752],"category_scores_gemma":[0.01039631,0.0005764785,0.0005485044,0.002991025,0.0008365446,0.002779204,0.005855673,0.003058208,0.1353705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003337751,"about_ca_system_score_gemma":0.01716284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003238447,"about_ca_topic_score_gemma":0.01388427,"domain_scores_codex":[0.997304,0.000606147,0.0001373841,0.0002354876,0.001089932,0.0006270286],"domain_scores_gemma":[0.9861469,0.0006287608,0.0004131231,0.0002808145,0.002815269,0.00971516],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007843792,0.0002344018,0.001575765,0.0003820089,0.000005070613,0.00004364412,0.0002010542,0.0001558369,0.0003993814,0.007154558,0.7979406,0.1918292],"study_design_scores_gemma":[0.00001679975,0.00009189108,0.006725255,0.0003901272,0.000003083661,0.0000917249,0.0004702687,0.00006285838,0.0001549065,0.003490873,0.988493,0.000009208017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01064104,0.02074731,0.005523731,0.1109808,0.04954625,0.002057686,0.00904157,0.001183616,0.7902781],"genre_scores_gemma":[0.0205575,0.01502586,0.004703096,0.009982206,0.004442042,0.001098835,0.004734331,0.0004711048,0.938985],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9955158,"threshold_uncertainty_score":0.9085095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1551625964189898,"score_gpt":0.3868142772309685,"score_spread":0.2316516808119787,"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."}}