{"id":"W4230999613","doi":"10.1007/978-1-4939-7131-2_100693","title":"Multidimensional Embedding","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005497181,0.0002846819,0.0005596657,0.0008330998,0.0001639716,0.0001309424,0.0008056732,0.0003420073,0.0947592],"category_scores_gemma":[0.04637472,0.0001801461,0.0002727051,0.000205425,0.0001761295,0.00009297149,0.000473552,0.0003015611,0.0104233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003370622,"about_ca_system_score_gemma":0.00006228486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005002663,"about_ca_topic_score_gemma":0.00000258537,"domain_scores_codex":[0.9960717,0.00007243277,0.000854701,0.0008693151,0.00185467,0.0002772026],"domain_scores_gemma":[0.9667119,0.03112318,0.0005307563,0.0009216212,0.0005681887,0.0001443883],"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":[0.00001624412,0.000008501659,0.0001711397,0.000003133338,0.00004734838,0.00003042004,0.00006135007,0.00001129187,0.00002588048,0.1772896,0.6148947,0.2074404],"study_design_scores_gemma":[0.00008083991,0.00004038472,0.00008907123,0.00003027692,0.000007324182,0.00001481478,0.00002908193,0.0007114647,0.00001317872,0.3143,0.6844844,0.0001991579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001486233,0.0002794285,0.01766042,0.0001298848,0.001964021,0.0001061791,0.00001064959,0.0001104195,0.9795904],"genre_scores_gemma":[0.0001722256,0.00001933663,0.1607518,0.0003348735,0.0005684998,0.000001115524,0.00000306108,0.00002470834,0.8381244],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2072412,"threshold_uncertainty_score":0.9903472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5786772822411523,"score_gpt":0.4982457108425731,"score_spread":0.0804315713985792,"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."}}