{"id":"W4410505034","doi":"10.7717/peerj.19470","title":"Support for the intermittent upwelling hypothesis using 10 years of barnacle recruitment data from a western ocean boundary in Atlantic Canada","year":2025,"lang":"en","type":"article","venue":"PeerJ","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Upwelling; Barnacle; Downwelling; Intertidal zone; Pelagic zone; Oceanography; Abiotic component; Rocky shore; Submarine pipeline; Ecology; Intertidal ecology; Geology; Larva; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002239109,0.00006477843,0.0001454974,0.00003461076,0.00004428865,0.00002214665,0.0003734245,0.00002569142,0.0004903871],"category_scores_gemma":[0.00005499291,0.00004853891,0.00002188051,0.00007055399,0.00003013071,0.00004489969,0.00006691967,0.00005654688,0.000004553664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007737993,"about_ca_system_score_gemma":0.0002749309,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8673854,"about_ca_topic_score_gemma":0.9529489,"domain_scores_codex":[0.9993504,0.00003164604,0.0001902129,0.0001811083,0.00008847772,0.0001581704],"domain_scores_gemma":[0.9990809,0.00057603,0.00005120341,0.0002555815,0.00001206943,0.00002424317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001080965,0.00001036912,0.7135143,0.00002415544,0.00005012593,0.00002102276,0.00004983948,0.0003470079,0.00002964274,0.00000208559,0.006322127,0.2795213],"study_design_scores_gemma":[0.0002962125,0.00004898249,0.6657606,0.00004981997,0.00005540186,0.000005495425,0.0002570502,0.04587033,0.00006101275,0.0002325162,0.2872507,0.0001118557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966994,0.0002995205,0.0001417548,0.0003866108,0.0003074025,0.0002577883,0.0008825996,0.000004803122,0.001020152],"genre_scores_gemma":[0.9962314,0.00006030175,0.000284529,0.0003705924,0.00004152396,8.765585e-7,0.0007366074,0.000001908361,0.002272212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2809286,"threshold_uncertainty_score":0.5369395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09541892756741352,"score_gpt":0.2730424977440485,"score_spread":0.177623570176635,"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."}}