{"id":"W2994587640","doi":"10.1038/s41598-019-54643-8","title":"The search for an elusive worm in the tropics, the past as a key to the present, and reverse uniformitarianism","year":2019,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Smithsonian Tropical Research Institute; University of Saskatchewan; Smithsonian Institution","keywords":"Tropics; Key (lock); Computer science; Data science; Ecology; Biology; Zoology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009181494,0.000182613,0.0002563948,0.0007491076,0.001183818,0.001861467,0.0003183791,0.0006645996,0.001882735],"category_scores_gemma":[0.001363472,0.0001308917,0.0001103491,0.0005630651,0.01002024,0.003297816,0.001743854,0.001280969,0.0001732138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00096291,"about_ca_system_score_gemma":0.0007329502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003377646,"about_ca_topic_score_gemma":0.006872049,"domain_scores_codex":[0.999755,0.00005675884,0.00001176023,0.0000641023,0.00004119138,0.00007117199],"domain_scores_gemma":[0.9991384,0.0001160526,0.0003195343,0.0001409632,0.0001032912,0.0001818203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0009563417,0.00009878418,0.292744,0.0007528055,0.0001565426,0.005165496,0.06034254,0.0007272492,0.07772216,0.3204663,0.005916022,0.2349518],"study_design_scores_gemma":[0.00003474055,0.0003979097,0.5537329,0.0008378752,0.00009160714,0.005850818,0.1231806,0.0007195867,0.007531764,0.1150367,0.1924665,0.0001191822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9351808,0.009746042,0.001679031,0.0214483,0.0002470326,0.000008243276,0.00008179247,0.00003019363,0.03157856],"genre_scores_gemma":[0.9943329,0.002266096,0.0004143879,0.0007790586,0.0000821775,0.000001979327,0.00001649602,0.000008170702,0.00209877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003377646,"threshold_uncertainty_score":0.006986439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0164819545990311,"score_gpt":0.2965244357916074,"score_spread":0.2800424811925762,"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."}}