{"id":"W4382986465","doi":"10.1002/lob.10585","title":"Better Together: Early Career Aquatic Scientists Forge New Connections at <scp>Eco‐DAS XV</scp>","year":2023,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; York University","funders":"University of Hawai'i; National Science Foundation","keywords":"Mentorship; Political science; Public relations; Sociology; Library science","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":[],"consensus_categories":[],"category_scores_codex":[0.004045393,0.0006403914,0.0003904073,0.001162269,0.01355388,0.01405484,0.00145484,0.003309321,0.1812374],"category_scores_gemma":[0.007988705,0.0006070185,0.0006028708,0.001601484,0.002343348,0.006853586,0.01933912,0.006317121,0.06967033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002831447,"about_ca_system_score_gemma":0.01026493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004714475,"about_ca_topic_score_gemma":0.03789391,"domain_scores_codex":[0.9969596,0.0007475527,0.00008921469,0.0003316435,0.001036708,0.0008352554],"domain_scores_gemma":[0.9770887,0.0006109128,0.0006939543,0.0006619807,0.002832955,0.01811139],"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":[0.00001930966,0.00009027699,0.003115994,0.0001141609,0.000007743226,0.0001583832,0.006268839,0.00002067215,0.000810149,0.002470432,0.9319087,0.05501534],"study_design_scores_gemma":[0.00001142297,0.00003699718,0.004787042,0.0001336276,0.000004037548,0.00008906,0.01054097,0.00001783871,0.0001660917,0.001540623,0.9826573,0.00001499963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04142928,0.003687057,0.006805916,0.310058,0.0327535,0.0008215717,0.002338771,0.001773341,0.6003326],"genre_scores_gemma":[0.1157524,0.003372192,0.01256816,0.1411993,0.005802349,0.001218965,0.00235431,0.001055909,0.7166764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1812374,"threshold_uncertainty_score":0.6062995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05488788530323889,"score_gpt":0.3482683986284174,"score_spread":0.2933805133251785,"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."}}