{"id":"W4380792908","doi":"10.1016/j.pocean.2023.103071","title":"A first look at megabenthic community responses to seasonal change using the new Holyrood Subsea Observatory in Conception Bay, NL","year":2023,"lang":"en","type":"article","venue":"Progress In Oceanography","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Ocean Networks Canada Society; Memorial University of Newfoundland","funders":"","keywords":"Oceanography; Benthic zone; Environmental science; Bay; Spring bloom; Pelagic zone; Phytoplankton; Bloom; Fishery; Ecology; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001334426,0.0001773766,0.0001757085,0.0002324732,0.0004343233,0.00008117253,0.0006714593,0.00009735848,0.001030407],"category_scores_gemma":[0.00009013341,0.000148838,0.00008477025,0.002890771,0.0005721881,0.0002990639,0.001377354,0.0005286798,0.00006968202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000206197,"about_ca_system_score_gemma":0.00002585932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006114146,"about_ca_topic_score_gemma":0.009624783,"domain_scores_codex":[0.9977028,0.0005669717,0.000239777,0.0003003031,0.0005936776,0.0005965219],"domain_scores_gemma":[0.9990208,0.000247698,0.00005532936,0.0004898449,0.00001275668,0.0001736387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002099322,0.00009215248,0.9874172,0.00002775935,0.000007187409,0.000025149,0.00404733,0.00002974356,0.00001531406,0.00001548304,0.001275212,0.006837583],"study_design_scores_gemma":[0.0004016781,0.0001060171,0.9718367,0.00004216878,0.000004202826,0.000002619448,0.0006979531,0.002214228,0.00003986787,0.0001388818,0.02433717,0.000178542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960009,0.000175872,0.000005988921,0.001915761,0.00007883435,0.0007222041,0.00001326635,0.00006700453,0.001020169],"genre_scores_gemma":[0.9986613,0.0001679306,0.0002750805,0.0004198619,0.00006084206,0.0001475622,0.00001917719,0.00002333375,0.0002248944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02306195,"threshold_uncertainty_score":0.9998828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038888484008054,"score_gpt":0.3232096376082538,"score_spread":0.2193207892074484,"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."}}