{"id":"W4247040914","doi":"10.7287/peerj.preprints.26819v2","title":"Research Infrastructures offer capacity to address scientific questions never attempted before: Are all taxa equal?","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Museum of Nature","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Taxon; Biodiversity; Taxonomic rank; Taxonomy (biology); Data science; Biota; Ecology; Scale (ratio); Biogeography; Biology; Environmental resource management; Computer science; Geography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01776009,0.0008789109,0.001515293,0.00629617,0.003845129,0.01428642,0.002021687,0.00289911,0.01180155],"category_scores_gemma":[0.08731155,0.0007611517,0.0007889603,0.01362988,0.01006229,0.02751509,0.01447457,0.002549921,0.003065213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003563608,"about_ca_system_score_gemma":0.005216504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002023237,"about_ca_topic_score_gemma":0.002230735,"domain_scores_codex":[0.9788452,0.008474302,0.001779649,0.003514945,0.005317705,0.002068208],"domain_scores_gemma":[0.9156119,0.04269105,0.01383595,0.01616508,0.006286582,0.005409468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006267385,0.00009302617,0.08998318,0.002021405,0.0006257271,0.000242226,0.008189391,0.002015071,0.003001092,0.4932284,0.0159679,0.3840059],"study_design_scores_gemma":[0.00009410283,0.0002859716,0.06406234,0.001102394,0.0004457684,0.0006487463,0.01220037,0.001717302,0.002174903,0.6568855,0.2602275,0.000155085],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3472356,0.02831377,0.1545393,0.07588396,0.002321738,0.0005047627,0.006600374,0.001854267,0.3827463],"genre_scores_gemma":[0.941815,0.008174237,0.03865859,0.00328456,0.001081701,0.0004168278,0.002075482,0.0002428814,0.004250683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01776009,"threshold_uncertainty_score":0.09392542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1246492135242621,"score_gpt":0.3581078070439611,"score_spread":0.233458593519699,"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."}}