{"id":"W6969025260","doi":"10.5281/zenodo.4024925","title":"O2N2 NCP Toolbox","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subarctic climate; Toolbox; Limnology; Scripting language; Code (set theory); Arctic; Layer (electronics); TRACER","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002692461,0.002103479,0.001473651,0.001973188,0.0008068029,0.002722675,0.003944593,0.001179839,0.4101236],"category_scores_gemma":[0.009256916,0.001578672,0.001610429,0.00224073,0.0006153302,0.002877405,0.003621718,0.002480565,0.3383453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001665287,"about_ca_system_score_gemma":0.002913218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01191247,"about_ca_topic_score_gemma":0.01012985,"domain_scores_codex":[0.9985579,0.0001778906,0.0001133197,0.0003676041,0.0005728039,0.0002104966],"domain_scores_gemma":[0.9969174,0.0009581934,0.0001889137,0.0006805618,0.0009931152,0.0002618059],"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":[0.0003074646,0.00003893675,0.0006879503,0.000548918,0.000046151,0.00007253146,0.0001012639,0.001630873,0.001422529,0.004547993,0.9441681,0.04642735],"study_design_scores_gemma":[0.0002568021,0.00003203581,0.001309833,0.0002131373,0.00003460417,0.0001170144,0.00003983102,0.008424681,0.004667522,0.01084875,0.973964,0.00009172013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001167612,0.000392846,0.1101419,0.0006269845,0.0005506235,0.0004014878,0.308272,0.5164022,0.06204439],"genre_scores_gemma":[0.01170557,0.0005551454,0.1078877,0.001418474,0.0002257032,0.002644119,0.3663398,0.4536148,0.05560867],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4101236,"threshold_uncertainty_score":0.8413872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04220588356960396,"score_gpt":0.2576722825115492,"score_spread":0.2154663989419452,"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."}}