{"id":"W6968872942","doi":"10.5281/zenodo.2650956","title":"geopandas/geopandas: v0.14.1","year":2023,"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":"Future Earth; ASTER","funders":"","keywords":"","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":[],"consensus_categories":[],"category_scores_codex":[0.001519763,0.002490198,0.001448095,0.002776254,0.0009246154,0.003516762,0.003710715,0.001017948,0.1649957],"category_scores_gemma":[0.005908072,0.001984554,0.001706306,0.003435899,0.0009981737,0.004636513,0.005311019,0.002740935,0.184936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104079,"about_ca_system_score_gemma":0.001917152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008325378,"about_ca_topic_score_gemma":0.009879612,"domain_scores_codex":[0.9988717,0.0001488374,0.0001018545,0.0002433095,0.0004490378,0.000185259],"domain_scores_gemma":[0.998157,0.0003897862,0.0001308512,0.000622198,0.0004905496,0.000209571],"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":[0.00009108351,0.0000259343,0.0006082472,0.0003891216,0.00004864309,0.00007207313,0.0001446738,0.001708519,0.0009393086,0.009095539,0.9590768,0.02780008],"study_design_scores_gemma":[0.0001168238,0.00001039581,0.0009598043,0.0001138842,0.00002838927,0.0001421456,0.00006075202,0.01080155,0.00510292,0.02497346,0.9575874,0.0001025458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0008365532,0.0001547433,0.1232084,0.0003290441,0.0001899389,0.0001198633,0.1535186,0.6991938,0.02244915],"genre_scores_gemma":[0.01452821,0.000383203,0.1073841,0.0005934406,0.0001252784,0.0007500376,0.3129843,0.5324829,0.03076854],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1649957,"threshold_uncertainty_score":0.5519656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03694211229922383,"score_gpt":0.2573336629879875,"score_spread":0.2203915506887636,"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."}}