{"id":"W3043582545","doi":"","title":"US-Canada Monitoring Network Reveals Biodiversity Patterns in Data-poor Marine Cobble-Boulder Habitats of the Coastal Northwest Atlantic","year":2016,"lang":"en","type":"article","venue":"AGUOS","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cobble; Biodiversity; Habitat; Geography; Oceanography; Marine life; Fishery; Ecology; Environmental science; Environmental resource management; Geology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001974407,0.00009449459,0.0001320999,0.00001142506,0.00008946052,0.00001228678,0.0007035634,0.00003516324,0.002169926],"category_scores_gemma":[0.00004192459,0.00005810613,0.00002230304,0.0001976387,0.0001325496,0.000173081,0.002478151,0.0001101752,0.00002993933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007996771,"about_ca_system_score_gemma":0.00004457858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8607932,"about_ca_topic_score_gemma":0.9594373,"domain_scores_codex":[0.9987863,0.00006403933,0.0001739859,0.0002517588,0.0003936204,0.00033034],"domain_scores_gemma":[0.9992173,0.00009601668,0.00006425713,0.000541626,0.000008990703,0.00007183005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001966924,0.00002079764,0.9878806,0.00001057558,0.000007302972,0.00002042054,0.00001289429,0.00001545586,0.0002716492,0.000001214202,0.005978898,0.005760456],"study_design_scores_gemma":[0.0002658892,0.00001441485,0.9876096,0.00001898291,0.000005049774,0.00000205696,0.00002137011,0.00003638391,0.0001264623,0.0000123493,0.01180426,0.00008320421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963667,0.000001784701,0.0000128543,0.0007084955,0.0001571355,0.0001751967,0.0001355464,0.000005387197,0.002436896],"genre_scores_gemma":[0.9987798,0.00003480531,0.00005898833,0.00008674889,0.00005421717,0.00000400286,0.00002634818,0.000004993006,0.0009501505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09864409,"threshold_uncertainty_score":0.9987422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02226355930842499,"score_gpt":0.2268022243687308,"score_spread":0.2045386650603059,"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."}}