{"id":"W4220653070","doi":"10.1002/9781119078166.ch10","title":"Expectation Maximization","year":2022,"lang":"en","type":"other","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","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":[0.001445249,0.00008610047,0.0001222159,0.0007438468,0.00008599185,0.0002950473,0.0008221001,0.00003415723,0.4221226],"category_scores_gemma":[0.000676466,0.00006499397,0.0000490767,0.00082882,0.00001861087,0.00004441472,0.0004798778,0.00005399456,0.003490516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002750934,"about_ca_system_score_gemma":0.00001840748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008312406,"about_ca_topic_score_gemma":0.00008096769,"domain_scores_codex":[0.9974444,0.000107752,0.000250793,0.0006252601,0.001470453,0.0001013643],"domain_scores_gemma":[0.9984977,0.0001313394,0.000223288,0.001087275,0.00002838885,0.00003204134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[5.309059e-7,0.000009656816,0.0001026032,8.566773e-7,0.000003725403,0.000001385282,0.00003497826,0.00007766846,1.659113e-7,0.001690658,0.9617356,0.03634214],"study_design_scores_gemma":[0.0000548503,0.000005872457,0.0001226039,0.000002085077,0.000003380261,4.582241e-7,0.0005114228,0.001813231,4.152027e-7,0.001240455,0.9961615,0.00008376041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003160117,0.00004935022,0.05703882,0.0001863876,0.001936007,0.00012706,0.00002229859,0.0002468802,0.9403901],"genre_scores_gemma":[0.0001243784,0.00000363605,0.003101417,0.0001546337,0.0001163156,0.000009336825,0.0001823554,0.00006562346,0.9962423],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4186321,"threshold_uncertainty_score":0.9972854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1500714825783192,"score_gpt":0.3995244599515281,"score_spread":0.2494529773732089,"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."}}