{"id":"W2155808502","doi":"10.1080/00031305.2012.703888","title":"On the Boundedness and Nonmonotonicity of Generalized Score Statistics","year":2012,"lang":"en","type":"article","venue":"The American Statistician","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Score; Statistic; Mathematics; Estimator; Bounded function; Statistics; Sufficient statistic; Context (archaeology); Variance (accounting); Applied mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0008196498,0.0002002913,0.000443366,0.0000316421,0.0002384082,0.00002275063,0.0002235203,0.00002047096,0.00006848959],"category_scores_gemma":[0.002280472,0.0001079873,0.00003397183,0.0001705626,0.001252489,0.00004431501,0.00008359148,0.0002052736,0.000006548908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003212844,"about_ca_system_score_gemma":0.00003384332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002203865,"about_ca_topic_score_gemma":0.00003649009,"domain_scores_codex":[0.9982811,0.000471443,0.0003543397,0.0001748722,0.0003032804,0.0004149154],"domain_scores_gemma":[0.9900975,0.008815326,0.0004165503,0.0004617212,0.00008242475,0.0001265006],"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":[0.00008717675,0.00007703828,0.0001632967,0.00002749249,0.00003962559,0.000001593238,0.0007151524,0.000007236426,0.0001533128,0.9683822,0.001694106,0.02865177],"study_design_scores_gemma":[0.0002070709,0.0001971464,0.004811896,0.00002517143,0.0001082659,0.00000586659,0.0005343536,0.002070396,0.0002722452,0.9911952,0.000394413,0.0001779481],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1768523,0.00004405849,0.8211157,0.0002320496,0.00008442812,0.0003001247,0.0006995939,0.00002032142,0.0006515002],"genre_scores_gemma":[0.5788959,0.00003599197,0.4202151,0.0006592989,0.00005075617,0.00003103512,0.000004276075,0.00002799186,0.00007960987],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4020437,"threshold_uncertainty_score":0.4614847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1361649711648581,"score_gpt":0.4227000841283745,"score_spread":0.2865351129635164,"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."}}