{"id":"W4235986671","doi":"10.1007/978-1-4614-6170-8_100589","title":"Profile Similarity","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Similarity (geometry); Geography; Computer science; Artificial intelligence","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":[],"category_scores_codex":[0.0002177191,0.0001550657,0.0001563135,0.0000700642,0.00006783547,0.0001170968,0.0007811379,0.0001752747,0.0007630167],"category_scores_gemma":[0.00002951378,0.0001313188,0.00005877412,0.00001611867,0.00002378528,0.00008308053,0.0002383465,0.0003165887,0.002521689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001883232,"about_ca_system_score_gemma":0.00004375131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001082568,"about_ca_topic_score_gemma":0.000007011727,"domain_scores_codex":[0.9990737,0.00001665898,0.000158449,0.0004211663,0.0002152158,0.0001147661],"domain_scores_gemma":[0.9986816,0.00005202182,0.0001228188,0.001027672,0.00005260885,0.00006325428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.20644e-7,0.000001976349,0.000004661177,0.00001025098,0.000003962593,9.309423e-7,0.000006566236,7.121489e-7,0.000002250952,0.8744333,0.03751565,0.08801946],"study_design_scores_gemma":[0.00004191358,0.0000229613,0.00008630681,0.00001510183,0.000004027097,0.000003533251,1.327266e-7,0.015681,0.000008670231,0.0233891,0.9605742,0.0001731051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[6.707343e-8,0.00002048194,0.401879,0.0009336455,0.0001144312,0.00005399499,0.000003512878,0.0002258724,0.596769],"genre_scores_gemma":[0.0004545348,0.00001506231,0.03127592,0.0005643091,0.0001415282,0.000003773147,0.0001117304,0.00001343484,0.9674197],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9230585,"threshold_uncertainty_score":0.998255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167827494875416,"score_gpt":0.2408767550940373,"score_spread":0.2191984801452831,"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."}}