{"id":"W3209478564","doi":"10.5281/zenodo.3596167","title":"marxanconpy: The Marxan Connect python package","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Political Economy and Marxism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Python (programming language); Programming language","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":[0.001419646,0.002023231,0.001336157,0.001440285,0.000934147,0.002841088,0.00319783,0.001343824,0.1943285],"category_scores_gemma":[0.006343819,0.002046512,0.002064569,0.001282723,0.000862498,0.003193755,0.003905528,0.003627679,0.1568414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124092,"about_ca_system_score_gemma":0.001892907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003854444,"about_ca_topic_score_gemma":0.004876815,"domain_scores_codex":[0.998826,0.0001961538,0.0001013675,0.0002725982,0.000404934,0.0001989329],"domain_scores_gemma":[0.998606,0.0005112613,0.00007208386,0.0004038908,0.0002756371,0.000131067],"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":[0.0004862666,0.0001106902,0.001049114,0.0008707213,0.0001525506,0.000135622,0.0002820295,0.003277116,0.002747156,0.01730065,0.9233156,0.05027233],"study_design_scores_gemma":[0.0005741716,0.00005035009,0.002112302,0.0003405547,0.00008127886,0.0002704829,0.0001028597,0.04075616,0.0164312,0.06906383,0.8699758,0.0002409876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00167228,0.0002491464,0.1160987,0.0003814939,0.000325648,0.0001850125,0.0596916,0.7974719,0.02392428],"genre_scores_gemma":[0.03726803,0.0005284211,0.1121802,0.001465645,0.0002083684,0.001263742,0.1375173,0.6594582,0.05011006],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1943285,"threshold_uncertainty_score":0.6500935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165957571934845,"score_gpt":0.2638055018422349,"score_spread":0.2321459261228865,"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."}}