{"id":"W2495651450","doi":"10.1098/rstb.2015.0321","title":"From writing to reading the encyclopedia of life","year":2016,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Environment and Climate Change Canada","keywords":"Encyclopedia; Prologue; Reading (process); Natural (archaeology); Rank (graph theory); Natural history; History; Natural language; Literature; Epistemology; Computer science; Linguistics; Philosophy; Artificial intelligence; Art; Mathematics; Ecology; Biology; Archaeology","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":[0.0006389618,0.000944104,0.0006612769,0.003788213,0.002152743,0.009676826,0.001146465,0.0007439081,0.1472601],"category_scores_gemma":[0.004752849,0.0002981983,0.0003361547,0.006961726,0.002814651,0.007870814,0.003190568,0.002364688,0.07265063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001710128,"about_ca_system_score_gemma":0.0023738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002499063,"about_ca_topic_score_gemma":0.003914751,"domain_scores_codex":[0.9990425,0.0002193507,0.000116494,0.0002030862,0.0003269017,0.00009172913],"domain_scores_gemma":[0.9982846,0.0006149687,0.0001350614,0.0002745124,0.0004390462,0.0002517506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000329771,0.000008167674,0.0001252514,0.0006334132,0.000005844465,0.0000808041,0.001363435,0.00004487575,0.0004177937,0.04019912,0.800458,0.1566304],"study_design_scores_gemma":[7.567088e-7,0.000001747395,0.00008254486,0.000119601,5.748694e-7,0.00003305343,0.000142591,0.000004597764,0.00003436027,0.001524537,0.9980532,0.000002518742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002240694,0.06467757,0.008223831,0.02550505,0.03466835,0.0001197752,0.01404621,0.002289366,0.8482292],"genre_scores_gemma":[0.04295342,0.09494042,0.01744223,0.02075506,0.01653526,0.0004344269,0.02184993,0.005819001,0.7792702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1472601,"threshold_uncertainty_score":0.4926339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05575380411477728,"score_gpt":0.2678783405014731,"score_spread":0.2121245363866959,"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."}}