{"id":"W3160397413","doi":"10.5281/zenodo.3632526","title":"Atlantic Ocean Research Alliance - Marine Microbiome Roadmap","year":2020,"lang":"en","type":"article","venue":"Integrated Information System (Vlaams Instituut Voor De Zee)","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"European Commission","keywords":"Alliance; Microbiome; Oceanography; Environmental science; Business; Geography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01734413,0.001451082,0.001494992,0.005437563,0.002213292,0.006752326,0.003436116,0.004200728,0.06933397],"category_scores_gemma":[0.0259869,0.0006948453,0.00177885,0.00452563,0.0008481293,0.003862145,0.009515441,0.006157391,0.05036832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004006315,"about_ca_system_score_gemma":0.04253108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0270248,"about_ca_topic_score_gemma":0.03316221,"domain_scores_codex":[0.9922764,0.001919142,0.0007080737,0.0005887701,0.002746788,0.001760931],"domain_scores_gemma":[0.9753928,0.002641472,0.002017268,0.001135517,0.01119533,0.007617665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001781331,0.00007511266,0.001381758,0.001884639,0.00003938571,0.0001096301,0.0001091302,0.0002192226,0.000444455,0.005406462,0.8676655,0.1224866],"study_design_scores_gemma":[0.00003770436,0.00004006923,0.002639164,0.001295019,0.00002265579,0.00004973796,0.00008428466,0.0001068308,0.0001215809,0.00171233,0.9938705,0.00002012108],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.003667488,0.0674636,0.01435643,0.2737465,0.0427539,0.004413096,0.2984455,0.006069455,0.289084],"genre_scores_gemma":[0.01783016,0.08045681,0.07888255,0.1190927,0.008121091,0.01056499,0.5441618,0.002206891,0.138683],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06933397,"threshold_uncertainty_score":0.2319452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03275376395436819,"score_gpt":0.2598564219258325,"score_spread":0.2271026579714643,"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."}}