{"id":"W2885558946","doi":"10.1101/cshperspect.a032805","title":"Careers in Core Facility Management","year":2018,"lang":"en","type":"review","venue":"Cold Spring Harbor Perspectives in Biology","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sophistication; Pace; Core (optical fiber); Facility management; Human multitasking; Core competency; Field (mathematics); Public relations; Engineering ethics; Computer science; Business; Engineering; Political science; Marketing; Psychology; Sociology","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":[0.007189475,0.0004534894,0.001560747,0.002021105,0.0001126979,0.0002103053,0.002901373,0.0002889075,0.0001853032],"category_scores_gemma":[0.00190231,0.0003581264,0.0003511551,0.002467266,0.0005615047,0.0001007587,0.002009365,0.0004983958,0.000763132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009317842,"about_ca_system_score_gemma":0.0001161898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001797336,"about_ca_topic_score_gemma":0.0002413984,"domain_scores_codex":[0.9940667,0.0006321711,0.001353415,0.002701645,0.0005600806,0.0006860337],"domain_scores_gemma":[0.9958566,0.0009498242,0.0004428354,0.002503463,0.0001429085,0.0001043906],"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":[0.00003161164,0.0004603073,0.004812721,0.001928231,0.0002427908,0.0002507858,0.001331318,0.00002616408,0.000001603561,0.2203816,0.005787322,0.7647456],"study_design_scores_gemma":[0.0002155862,0.00004015861,0.00222585,0.001154448,0.00003788352,5.926697e-7,0.000930245,0.00008115377,1.887748e-7,0.0007918179,0.9941472,0.0003748242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005405821,0.9911223,0.0005575395,0.00003954683,0.002136311,0.0011,0.0001373653,0.00007214255,0.004294223],"genre_scores_gemma":[0.004069624,0.9939054,0.000973242,0.00002513219,0.00014759,0.0001344709,0.00001023802,0.00002042762,0.0007139288],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9883599,"threshold_uncertainty_score":0.999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.244468421211956,"score_gpt":0.4534331981915616,"score_spread":0.2089647769796056,"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."}}