{"id":"W2022138001","doi":"10.1155/2010/561697","title":"Elementary Statistical Models for Vector Collision-Sequence Interference Effects with Poisson-Distributed Collision Times","year":2009,"lang":"en","type":"article","venue":"International Journal of Spectroscopy","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Pennsylvania State University","keywords":"Algorithm; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002576632,0.0001883838,0.0003118603,0.0001204369,0.00009813883,0.0001201849,0.0004406653,0.00005621546,0.0001602148],"category_scores_gemma":[0.0007261484,0.0001482258,0.00008640637,0.0001576886,0.00008831459,0.000295731,0.00002387169,0.0001956416,0.000009686991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003460329,"about_ca_system_score_gemma":0.0001715251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004913656,"about_ca_topic_score_gemma":0.000002655982,"domain_scores_codex":[0.9982076,0.00004318317,0.0006534412,0.0002105764,0.0006563826,0.0002287747],"domain_scores_gemma":[0.9969754,0.001184225,0.0004666627,0.000148461,0.001051961,0.0001733118],"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":[0.0007809105,0.0004359423,0.00002188861,0.0000197472,0.0001061625,0.00003828253,0.00005729724,0.0004370445,0.007138077,0.9743115,0.0157485,0.0009046307],"study_design_scores_gemma":[0.003049229,0.001876702,0.001800396,0.0004263403,0.0001411608,0.0001720562,0.00008609275,0.04345736,0.05201107,0.8959558,0.0007247745,0.0002990475],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01636418,0.00002513674,0.9772192,0.003931956,0.0002003487,0.000401536,0.001571649,0.00003429103,0.0002517003],"genre_scores_gemma":[0.7349638,0.00002234462,0.2643495,0.000247774,0.0001277956,0.00002060395,0.0002279114,0.00001133652,0.00002887481],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7185997,"threshold_uncertainty_score":0.6044474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03967092744451087,"score_gpt":0.3830665670875636,"score_spread":0.3433956396430528,"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."}}