{"id":"W6950347582","doi":"10.5281/zenodo.8348034","title":"geopandas/geopandas: v0.14.0","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":"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":[0.001424373,0.002278353,0.001268081,0.002722292,0.0008809817,0.003288475,0.003371741,0.0009272979,0.1600077],"category_scores_gemma":[0.005412939,0.001801021,0.001578058,0.003385873,0.0009328924,0.004361697,0.005137451,0.002593415,0.172745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009869726,"about_ca_system_score_gemma":0.001880741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008611997,"about_ca_topic_score_gemma":0.01047663,"domain_scores_codex":[0.9989794,0.0001319206,0.00009062853,0.0002168971,0.0004153466,0.0001657659],"domain_scores_gemma":[0.9982532,0.0003573687,0.000124838,0.0006019598,0.0004580063,0.0002045986],"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":[0.0000876155,0.00002470771,0.0006727865,0.0003785591,0.00004672211,0.00007307742,0.0001487717,0.001626164,0.0009576543,0.009075805,0.9564256,0.03048243],"study_design_scores_gemma":[0.0001053736,0.000009560299,0.001007536,0.0001079808,0.00002659925,0.0001368398,0.00006404043,0.009385151,0.004923446,0.02445957,0.959679,0.00009486791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0009295891,0.0001550082,0.1291305,0.0003634059,0.0001996571,0.000122357,0.1669375,0.6762141,0.02594793],"genre_scores_gemma":[0.01599083,0.0003960905,0.1152383,0.0006235402,0.0001285566,0.0007621545,0.3282299,0.504753,0.03387757],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1600077,"threshold_uncertainty_score":0.535279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03685262882801493,"score_gpt":0.2572851137117458,"score_spread":0.2204324848837309,"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."}}