{"id":"W6893963751","doi":"10.5281/zenodo.6894736","title":"geopandas/geopandas: v0.11.1","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth; ASTER","funders":"","keywords":"Python (programming language); HT1080; Geographic information system; Software","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":[0.001510699,0.002519988,0.001447573,0.002816384,0.0009279604,0.003505016,0.003703105,0.001015472,0.1627713],"category_scores_gemma":[0.005895947,0.001968799,0.001681248,0.003511518,0.0009954444,0.004588372,0.005276134,0.002734738,0.1839456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033547,"about_ca_system_score_gemma":0.00192152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008289913,"about_ca_topic_score_gemma":0.009948552,"domain_scores_codex":[0.998863,0.0001532641,0.0001016677,0.0002422234,0.000453573,0.0001862622],"domain_scores_gemma":[0.9981502,0.0003984808,0.0001303928,0.0006258549,0.0004843742,0.000210599],"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":[0.00009186727,0.00002621755,0.0005855307,0.0003968395,0.00004770454,0.00007402193,0.0001479874,0.001758967,0.0009430004,0.009256775,0.9589397,0.02773132],"study_design_scores_gemma":[0.0001144887,0.00001026066,0.0009096818,0.0001111318,0.00002761774,0.0001424704,0.00005996958,0.01077739,0.00501853,0.0244674,0.9582603,0.0001008312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0008185276,0.0001555859,0.125592,0.0003274519,0.0001905143,0.0001212449,0.1568537,0.6935577,0.02238324],"genre_scores_gemma":[0.0144345,0.0003848685,0.1074565,0.0005863936,0.0001253523,0.0007629686,0.319898,0.5256793,0.03067212],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1627713,"threshold_uncertainty_score":0.5445242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0283103269536929,"score_gpt":0.244281647064189,"score_spread":0.2159713201104961,"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."}}