{"id":"W6944425544","doi":"10.18452/31365","title":"Function‐Valued Marked Spatial Point Processes on Linear Networks: Application to Urban Cycling Profiles","year":2024,"lang":"en","type":"article","venue":"edoc Publication server (Humboldt University of Berlin)","topic":"Point processes and geometric inequalities","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Point (geometry); Point process; sort; Cycling; Spatial ecology; Spatial analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002585493,0.0004382962,0.0006003907,0.001329402,0.0004701566,0.001225222,0.001154337,0.0008408148,0.001831228],"category_scores_gemma":[0.0108153,0.0001592007,0.0005743406,0.001493066,0.001540057,0.001770245,0.001309879,0.0009063723,0.0001110729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001544453,"about_ca_system_score_gemma":0.0004275188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005550175,"about_ca_topic_score_gemma":0.004697723,"domain_scores_codex":[0.9994065,0.0003114981,0.00002444674,0.00008958884,0.00009937324,0.00006864398],"domain_scores_gemma":[0.9930334,0.004440499,0.001149811,0.0003830119,0.0005720648,0.0004212588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001697645,0.00004632821,0.008286249,0.00007032294,0.00005026233,0.000239376,0.000403898,0.7714028,0.001594664,0.2031762,0.0005117479,0.01404839],"study_design_scores_gemma":[0.00001064945,0.00006494869,0.001758715,0.000008626631,0.000009848475,0.00003607393,0.000157854,0.9460883,0.0004783461,0.05096757,0.00039958,0.0000196024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5817965,0.0004102928,0.4129884,0.0005196792,0.00003091082,0.0001007765,0.0002905154,0.0001357789,0.003727174],"genre_scores_gemma":[0.9811741,0.0001686969,0.01700725,0.0000242291,0.00001576797,0.00003503458,0.0001133636,0.00001101807,0.001450523],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005550175,"threshold_uncertainty_score":0.01367354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431461722274914,"score_gpt":0.2616585194001272,"score_spread":0.2373439021773781,"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."}}