{"id":"W7084386485","doi":"10.5281/zenodo.17252263","title":"nglviewer/nglview: v4.0","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Agriculture, Water, and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Code refactoring; Arrow; Python (programming language); Code (set theory); Early warning system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002320528,0.00479666,0.002171985,0.00225522,0.001638388,0.006482156,0.008104905,0.003709465,0.6071917],"category_scores_gemma":[0.01047237,0.004345601,0.003763572,0.001674743,0.001434124,0.009070034,0.009454881,0.006310447,0.7657912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002074719,"about_ca_system_score_gemma":0.002336472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008154768,"about_ca_topic_score_gemma":0.007074717,"domain_scores_codex":[0.9981356,0.0001945581,0.0001614619,0.0003675521,0.0007524172,0.0003883834],"domain_scores_gemma":[0.9967055,0.0003463346,0.0001109819,0.001441188,0.001022216,0.0003738734],"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":[0.0001462603,0.0000326777,0.000266808,0.0004113573,0.00002786483,0.00005882659,0.0001067941,0.0002475313,0.001129134,0.00131948,0.975444,0.0208093],"study_design_scores_gemma":[0.0001098121,0.00002702336,0.000456297,0.0002370503,0.00002375673,0.0001443165,0.00007350426,0.0008651694,0.005882809,0.003027635,0.9890365,0.0001162731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0002615779,0.00028902,0.02396815,0.0003401008,0.0004547392,0.0001846734,0.03440933,0.911972,0.02812042],"genre_scores_gemma":[0.004370849,0.0005146151,0.0178261,0.001358131,0.0001249746,0.0005815207,0.07955815,0.82714,0.06852557],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.6071917,"threshold_uncertainty_score":0.5602934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01794342469503092,"score_gpt":0.2331224724333023,"score_spread":0.2151790477382713,"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."}}