{"id":"W6922565563","doi":"10.13140/rg.2.2.27675.23842","title":"HMCS Yukon: An Artificial Reef Case Study","year":2021,"lang":"en","type":"article","venue":"","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002624347,0.0002276939,0.0001668526,0.0005056277,0.00242546,0.000958621,0.0006479344,0.001111631,0.003355757],"category_scores_gemma":[0.0007014484,0.0001032217,0.0002096877,0.001752135,0.0008059135,0.0003157083,0.001036668,0.0003183247,0.000179091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004209981,"about_ca_system_score_gemma":0.004768123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4406378,"about_ca_topic_score_gemma":0.6623211,"domain_scores_codex":[0.999774,0.00005714125,0.00001090027,0.00001579162,0.00003350107,0.0001086819],"domain_scores_gemma":[0.9996598,0.00009123592,0.00004886721,0.00003163903,0.0000884633,0.00008007556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001397011,0.001352843,0.6793736,0.0008704343,0.0003669102,0.1077797,0.02026698,0.03799421,0.006395059,0.04325283,0.02126226,0.07968818],"study_design_scores_gemma":[0.0003436892,0.0007923605,0.690601,0.0002520763,0.0002501366,0.01408045,0.195277,0.03119753,0.002531693,0.0044171,0.06017104,0.00008596043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882612,0.00007690751,0.0001946715,0.0003012573,0.000005118844,0.00005144005,0.0003984019,0.00001020075,0.0107009],"genre_scores_gemma":[0.9966036,0.0001082256,0.0003679282,0.00005108739,0.00000114207,0.00002681675,0.0001733345,0.000005126766,0.002662655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4406378,"threshold_uncertainty_score":0.8761461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03711583949501697,"score_gpt":0.2699479051177027,"score_spread":0.2328320656226857,"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."}}