{"id":"W4387459926","doi":"10.1101/2023.10.04.560873","title":"Evaluating the definition and distribution of spring ephemeral wildflowers in eastern North America","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Ephemeral key; Understory; Geography; Ecology; Herbaceous plant; Biodiversity; Species richness; Phenology; Range (aeronautics); Canopy; Biology","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":[0.0006962499,0.0001454849,0.0001454549,0.001340811,0.0003257,0.0004793621,0.0003525777,0.0001799482,0.0004902888],"category_scores_gemma":[0.001129748,0.0001154437,0.00011451,0.00113132,0.0003132901,0.0004586365,0.0004932687,0.000138696,0.00005436662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000587541,"about_ca_system_score_gemma":0.0003697946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08973472,"about_ca_topic_score_gemma":0.2466686,"domain_scores_codex":[0.9997562,0.00004966877,0.000021201,0.00009293846,0.00004384738,0.00003612688],"domain_scores_gemma":[0.9986273,0.0003140101,0.0005765784,0.00008393851,0.000258977,0.0001392823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001205618,0.000006099842,0.9966338,0.000007554399,0.00001422605,0.0000151603,0.0002140762,0.0001557502,0.0004975314,0.00002521969,0.00005014788,0.002368308],"study_design_scores_gemma":[4.939328e-7,0.000004290046,0.9990268,0.000004338344,0.000003557472,0.00001077769,0.0003048537,0.0004756392,0.00004551854,0.00001353399,0.0001091138,0.000001128753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992597,0.00006471942,0.0001697305,0.000008625528,6.537342e-7,0.000004325687,0.0002809777,0.000002593486,0.0002086926],"genre_scores_gemma":[0.9989709,0.00005471053,0.0004977298,0.000007101196,0.000001482841,0.000006919967,0.0003992397,0.000001204718,0.00006080875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08973472,"threshold_uncertainty_score":0.1784248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05934172798581339,"score_gpt":0.2678004866463322,"score_spread":0.2084587586605188,"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."}}