{"id":"W4220720134","doi":"10.23860/diss-kerrigan-zak-2021","title":"MICROBIAL DIVERSITY AND COMMUNITY COMPOSITION IN THE OPEN OCEAN AND MARINE SEDIMENT","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Center for Dark Energy Biosphere Investigations; National Science Foundation","keywords":"Seawater; Sediment; Oceanography; Arctic; Microbial population biology; Ecology; Composition (language); Biology; Geography; Geology; Paleontology","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":[0.0006238096,0.0002638444,0.0002650288,0.00179942,0.0003850216,0.001222413,0.0001732882,0.0003588762,0.0004911939],"category_scores_gemma":[0.001310011,0.0001711737,0.0002794298,0.001348726,0.0005710696,0.0006581349,0.00104677,0.0002352695,0.0001501652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000323439,"about_ca_system_score_gemma":0.0003542732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00599588,"about_ca_topic_score_gemma":0.005789508,"domain_scores_codex":[0.9992713,0.0001094771,0.0000628686,0.0001977395,0.0002528878,0.0001056613],"domain_scores_gemma":[0.9995273,0.00008529245,0.0001515514,0.00002336409,0.0001168833,0.00009554597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008808136,0.0001220339,0.6979339,0.0005656783,0.0003033838,0.0003971573,0.002788099,0.0005687532,0.2149236,0.0006707948,0.0003986395,0.08044711],"study_design_scores_gemma":[0.000008194382,0.0003010818,0.9839756,0.00006839069,0.00005916521,0.0003019338,0.001410703,0.0005114989,0.009046965,0.0004232256,0.003865197,0.00002788877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940186,0.002791943,0.0007789884,0.00007495863,0.00002459505,0.00001382706,0.0005459411,0.000009774896,0.001741422],"genre_scores_gemma":[0.9950171,0.002097177,0.001482859,0.00008860344,0.00004086595,0.00001696892,0.0006516112,0.000006782201,0.0005978893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00599588,"threshold_uncertainty_score":0.01192194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01722124236252788,"score_gpt":0.2456556265662226,"score_spread":0.2284343842036947,"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."}}