{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01415937,0.0005392085,0.0005402644,0.001632626,0.008472091,0.00893839,0.001615055,0.003279278,0.04909883],"category_scores_gemma":[0.0178161,0.0005375845,0.0004921019,0.001717195,0.004388814,0.005591462,0.0103841,0.006770466,0.02021641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007728884,"about_ca_system_score_gemma":0.02409664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00378027,"about_ca_topic_score_gemma":0.008469148,"domain_scores_codex":[0.990612,0.003479746,0.00030841,0.000762696,0.001856702,0.002980468],"domain_scores_gemma":[0.9549038,0.002259645,0.001229232,0.001131557,0.005219154,0.03525665],"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":[0.0000659287,0.0001879456,0.004984154,0.0001722539,0.000008097556,0.0002732306,0.003396165,0.0002985073,0.0005082271,0.1446197,0.6649588,0.1805272],"study_design_scores_gemma":[0.000009771292,0.00009158254,0.002576641,0.0003280352,0.000002762962,0.0004310836,0.002424146,0.00025773,0.0001395374,0.02506994,0.9686441,0.00002475906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0220435,0.01937936,0.0247665,0.4703765,0.0238056,0.0002884505,0.0003729782,0.0006981523,0.4382689],"genre_scores_gemma":[0.2129207,0.01898492,0.03741454,0.1250993,0.007538356,0.0006058227,0.001016894,0.0007849077,0.5956346],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9858406,"threshold_uncertainty_score":0.164252,"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."}}