{"id":"W4404688989","doi":"10.1109/oceans55160.2024.10753990","title":"Unplugged with ONC's Super Pump: A Reversing Pump that Mitigates CTD Data Loss Due to Sediment Blockage","year":2024,"lang":"en","type":"article","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ocean Networks Canada Society; University of Victoria","funders":"University of Victoria","keywords":"Reversing; CTD; Computer science; Environmental science; Geology; Oceanography; Automotive engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001214379,0.0005646117,0.0003372784,0.0008983664,0.0005319534,0.001034321,0.001245822,0.0004352182,0.004613021],"category_scores_gemma":[0.004506398,0.0002223216,0.0002389642,0.0006622602,0.0007221021,0.001973571,0.001581474,0.0007031503,0.001228881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003373272,"about_ca_system_score_gemma":0.00205945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004661004,"about_ca_topic_score_gemma":0.005926003,"domain_scores_codex":[0.9990321,0.00009457301,0.00005311205,0.0001560517,0.0005032053,0.0001609178],"domain_scores_gemma":[0.9973624,0.0005532825,0.000393854,0.0007635896,0.000647725,0.0002791086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001993991,0.0006113685,0.02781929,0.0002103089,0.00009827749,0.0007034211,0.0004375097,0.01501646,0.1112772,0.005865212,0.05134533,0.7846217],"study_design_scores_gemma":[0.0005207421,0.003393867,0.04063544,0.00008500042,0.000234297,0.001354105,0.0008217819,0.60417,0.1709813,0.005667184,0.171857,0.0002793715],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5414811,0.0004806314,0.3920882,0.0018836,0.0007405387,0.0007929208,0.001374128,0.03756607,0.02359277],"genre_scores_gemma":[0.8664045,0.0002466754,0.1181654,0.0005008893,0.0001429399,0.0001931653,0.001465496,0.0009062731,0.01197466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004661004,"threshold_uncertainty_score":0.01543206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1627151268408235,"score_gpt":0.3746823962668738,"score_spread":0.2119672694260503,"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."}}