{"id":"W1559788206","doi":"10.22323/1.021.0110","title":"Particle production at HERA","year":2007,"lang":"en","type":"preprint","venue":"Proceedings of International Europhysics Conference on High Energy Physics — PoS(HEP2005)","topic":"High-Energy Particle Collisions Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"HERA; Production (economics); Particle (ecology); Computer science; Particle physics; Physics; Geology","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"],"consensus_categories":[],"category_scores_codex":[0.0002958561,0.0007441893,0.0007162317,0.0002256762,0.0002430722,0.0003194008,0.001402684,0.0001949061,0.0003486231],"category_scores_gemma":[0.00005279943,0.0007678379,0.0003819015,0.0005531003,0.0003325512,0.0004962619,0.001513719,0.0009196383,0.0001729947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003467342,"about_ca_system_score_gemma":0.0002968182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004899293,"about_ca_topic_score_gemma":0.000005161854,"domain_scores_codex":[0.9951674,0.00003862838,0.0009189188,0.001350587,0.001725661,0.0007988471],"domain_scores_gemma":[0.9950588,0.0001016832,0.0009343449,0.0005470915,0.00304421,0.0003139077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002854299,0.001046492,0.00165454,0.00005476289,0.0004195292,0.000003450774,0.0002577809,0.0157038,0.05007362,0.9241858,0.0007342105,0.005580578],"study_design_scores_gemma":[0.001192799,0.0003351164,0.00150627,0.0006574912,0.0001127769,0.000002262822,0.0002099745,0.06042036,0.7742317,0.1572315,0.002682372,0.001417393],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476773,0.0000249537,0.004101396,0.0007259623,0.001421833,0.0003450516,0.0002419427,0.0001381201,0.0453234],"genre_scores_gemma":[0.9890389,0.0001184246,0.0007973207,0.00004279018,0.0026583,0.0001683044,0.0003394264,0.0001350649,0.006701452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7669544,"threshold_uncertainty_score":0.9994773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03246599399875814,"score_gpt":0.2908916501863935,"score_spread":0.2584256561876353,"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."}}