{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008531912,0.0002383705,0.0003344235,0.0006333563,0.000237813,0.0001479149,0.0004524432,0.0001668425,0.0003741868],"category_scores_gemma":[0.0006825581,0.0002573952,0.0001329565,0.002058044,0.00006313338,0.0008304656,0.0001430785,0.0002300737,0.0001751603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323921,"about_ca_system_score_gemma":0.0002664147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002399956,"about_ca_topic_score_gemma":0.0001038987,"domain_scores_codex":[0.9980585,0.00009030791,0.0004544236,0.0005702583,0.0005130687,0.0003134157],"domain_scores_gemma":[0.9974783,0.0004843212,0.0002775253,0.0005292056,0.001072237,0.0001584295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001364481,0.001711867,0.002463996,0.007769966,0.0009320936,0.00001333261,0.009989174,0.00293095,0.0004827799,0.7303024,0.195987,0.04605197],"study_design_scores_gemma":[0.003506748,0.001780194,0.01119611,0.002201547,0.001139816,0.00001989553,0.008511255,0.1586901,0.005696768,0.06801569,0.7362988,0.002943104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1045511,0.0003388116,0.881422,0.004617683,0.0004913639,0.001335371,0.0001061504,0.0008241588,0.006313327],"genre_scores_gemma":[0.9832177,0.00006329944,0.00559918,0.000294254,0.0005595731,0.00001470791,0.0003096831,0.00004717988,0.009894394],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8786666,"threshold_uncertainty_score":0.9999878,"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."}}