{"id":"W4246939024","doi":"10.1007/978-1-4939-7131-2_101259","title":"Statistical Modeling","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Statistical Methods and Bayesian Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002484287,0.0002810398,0.0004638949,0.00005748931,0.00005316205,0.00004153928,0.0001675928,0.0002973218,0.05480075],"category_scores_gemma":[0.000680215,0.0002223019,0.00007262061,0.000008817107,0.0001359842,0.00002121742,0.00008529197,0.0002989589,0.001222993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003417455,"about_ca_system_score_gemma":0.00005975357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004502418,"about_ca_topic_score_gemma":0.000006573616,"domain_scores_codex":[0.9986816,0.00002018354,0.0004205024,0.0003521788,0.0002990562,0.0002264652],"domain_scores_gemma":[0.9980482,0.00120824,0.00008244465,0.0003759573,0.0001471676,0.0001379559],"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":[0.000006181952,0.000007181787,1.215752e-7,0.0000680363,0.00002867574,0.00001770647,0.00001740322,3.758006e-8,6.651696e-7,0.9626125,0.02208683,0.01515464],"study_design_scores_gemma":[0.00006784072,0.00006408383,1.309356e-7,0.0001251118,0.00008321078,0.000007939419,0.000003554888,0.01087114,0.000002710046,0.9759786,0.0125019,0.0002938385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[2.623546e-7,0.000007527491,0.5119426,0.00001576125,0.00008704798,0.00007251124,0.0000837768,0.00005988212,0.4877307],"genre_scores_gemma":[0.00002306068,0.00001040126,0.6750745,0.00007382241,0.0002403359,0.000002989606,0.000009640323,0.00004990608,0.3245154],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1632153,"threshold_uncertainty_score":0.9995547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.156420882822453,"score_gpt":0.3953606447380463,"score_spread":0.2389397619155933,"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."}}