{"id":"W6931402531","doi":"10.5281/zenodo.8109737","title":"Scopaeina","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Margin (machine learning); Head (geology); Groove (engineering); Dorsum; Subtropics","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":[0.00009369951,0.00121617,0.000407417,0.003492475,0.002994843,0.001225583,0.0005927359,0.0005107501,0.03653591],"category_scores_gemma":[0.0003364967,0.0002142165,0.0002629829,0.001978804,0.0007869821,0.001280913,0.001349074,0.001064955,0.0110941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008359744,"about_ca_system_score_gemma":0.0008327196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006750449,"about_ca_topic_score_gemma":0.01477387,"domain_scores_codex":[0.9997618,0.00002506137,0.0000224134,0.0000675365,0.00008201039,0.00004125149],"domain_scores_gemma":[0.9998393,0.00001650998,0.00003017187,0.00001909526,0.0000672066,0.00002772627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003113963,0.0001224588,0.01080486,0.00128341,0.00004623821,0.00200695,0.002446818,0.0005541554,0.01824126,0.01650798,0.06291349,0.884761],"study_design_scores_gemma":[0.00001963133,0.0000852591,0.03258995,0.000365139,0.00003159202,0.003835101,0.0007504289,0.000214155,0.001549877,0.002164339,0.9583765,0.00001806698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09013035,0.02008029,0.006204967,0.00108102,0.0008034906,0.0006067272,0.006299698,0.001389727,0.8734037],"genre_scores_gemma":[0.7298422,0.0164748,0.0172628,0.001628399,0.000843086,0.0004368533,0.01719316,0.000353863,0.2159649],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03653591,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03731841272539221,"score_gpt":0.2300650625099615,"score_spread":0.1927466497845693,"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."}}