{"id":"W7083731236","doi":"10.48580/dgtg4","title":"Catalogue of Life","year":2025,"lang":"en","type":"dataset","venue":"The Catalogue of Life","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Espace pour la vie; Université de Montréal; Nortel (Canada); Government of Canada; Agriculture and Agri-Food Canada","funders":"","keywords":"Identification (biology); Natural (archaeology); Exposition (narrative); Key (lock)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009897032,0.0003087482,0.0007443394,0.0002913219,0.0001542519,0.0001039852,0.004094209,0.0002160945,0.0000185512],"category_scores_gemma":[0.00140357,0.0002298445,0.0001785078,0.0005428353,0.0002381849,0.000379994,0.001309768,0.0003738924,0.0000385696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002698063,"about_ca_system_score_gemma":0.001117598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004740958,"about_ca_topic_score_gemma":0.00004277701,"domain_scores_codex":[0.9974872,0.00008931522,0.001282843,0.0003004773,0.0005491315,0.0002910353],"domain_scores_gemma":[0.9953782,0.0004626643,0.00159862,0.002113338,0.0003206128,0.0001265971],"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":[0.000003806739,0.00005427748,0.000002179445,0.001964739,0.00006009993,6.699956e-7,0.0006243811,0.00006832899,0.000001186111,0.003061518,0.9937246,0.0004342289],"study_design_scores_gemma":[0.0004777572,0.00006940472,0.00003067763,0.0008673229,0.00008134123,0.00001157602,0.0001340593,0.005261221,0.0003151872,0.00259943,0.9896657,0.0004863096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00008447272,0.0009580011,0.04813919,0.000622437,0.001127329,0.0003286066,0.9480541,0.00007526943,0.0006105823],"genre_scores_gemma":[0.001698268,0.0001356484,0.002652335,0.00141248,0.0001797771,0.00001368363,0.993754,0.000008196302,0.0001456536],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04569985,"threshold_uncertainty_score":0.9372785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647492982506222,"score_gpt":0.2438199220753528,"score_spread":0.2273449922502906,"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."}}