{"id":"W2389272463","doi":"10.1007/978-0-387-48976-6","title":"Applied Stochastic Processes","year":2007,"lang":"en","type":"book","venue":"Universitext","topic":"Point processes and geometric inequalities","field":"Mathematics","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001966974,0.000348324,0.0004698095,0.0008066419,0.0001279998,0.00003839757,0.0003987608,0.0003885341,0.001214932],"category_scores_gemma":[0.0002457814,0.000352028,0.00009997508,0.0004481466,0.0001076237,0.00009411355,0.0001452341,0.0003617567,0.0004615802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002731242,"about_ca_system_score_gemma":0.00065886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003882347,"about_ca_topic_score_gemma":0.00001644781,"domain_scores_codex":[0.998549,0.00000647729,0.00027253,0.0003494482,0.0004465388,0.0003759771],"domain_scores_gemma":[0.9980763,0.0008862142,0.0002940618,0.0003292979,0.0003071535,0.0001070197],"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":[0.00005546239,0.0000514447,1.512392e-7,0.002573784,0.0001395384,0.00004984691,0.001142592,0.00000723793,5.114972e-7,0.7796673,0.2134639,0.002848145],"study_design_scores_gemma":[0.0005239074,0.00005249364,1.775451e-7,0.0003020984,0.0002262635,0.00001000837,0.0007703238,0.00000373854,0.00001488734,0.4919148,0.5056269,0.0005544238],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000229718,0.0005156033,0.03178102,0.00001947454,0.0001293935,0.000266939,0.00007218344,0.0001893076,0.9670031],"genre_scores_gemma":[0.001353935,0.00003650785,0.0009563155,0.0001132759,0.0003252521,0.000001904163,0.00009741403,0.00006500731,0.9970504],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2921629,"threshold_uncertainty_score":0.9998932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04626533050441438,"score_gpt":0.269495875630922,"score_spread":0.2232305451265076,"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."}}