{"id":"W2600424944","doi":"","title":"Flow mapping vs movement mapping: a theoretical and cartographic demonstration of their significance at a world scale","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère des Transports","funders":"","keywords":"Flow (mathematics); Scale (ratio); Computer science; Dimension (graph theory); Feature (linguistics); Mathematics; Cartography; Linguistics; Geography; Geometry; Pure mathematics; Philosophy","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":[0.003390488,0.0005223717,0.000504479,0.004725588,0.001474979,0.005666186,0.001042607,0.001589068,0.00829199],"category_scores_gemma":[0.01971374,0.0005132168,0.0006644659,0.007782925,0.006706036,0.01004368,0.002528462,0.001615622,0.0004932403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00124261,"about_ca_system_score_gemma":0.001067774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005127381,"about_ca_topic_score_gemma":0.003864588,"domain_scores_codex":[0.9990196,0.0004196545,0.00004313665,0.0002455743,0.0002017024,0.00007025093],"domain_scores_gemma":[0.990445,0.007229666,0.0006387079,0.0009366882,0.0005774699,0.0001723665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002285306,0.000009697214,0.002054136,0.0000862932,0.00001141135,0.00006303701,0.000640239,0.007529839,0.0002728751,0.9507121,0.001101809,0.03749563],"study_design_scores_gemma":[0.00001430533,0.00001776947,0.002321037,0.0000842451,0.00002408771,0.0002194811,0.0007816431,0.0526776,0.0004609661,0.9295562,0.01382091,0.000021821],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05583551,0.003484356,0.8726302,0.007121336,0.0003085187,0.00008322582,0.0007767319,0.0003859015,0.05937423],"genre_scores_gemma":[0.77297,0.002803511,0.2169723,0.0002767911,0.0003936141,0.0002234876,0.0003895875,0.0002261004,0.00574451],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00829199,"threshold_uncertainty_score":0.02773947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01614337928689727,"score_gpt":0.2108591287123348,"score_spread":0.1947157494254375,"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."}}