{"id":"W4226501514","doi":"10.1007/978-3-030-98974-3_3","title":"Fuzzy Relations","year":2022,"lang":"en","type":"book-chapter","venue":"Big and integrated artificial intelligence","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002719088,0.0003213413,0.0002617302,0.000335795,0.0003691557,0.0004132254,0.0009957482,0.0001479857,0.001029943],"category_scores_gemma":[0.00004233918,0.0003002071,0.00009941391,0.0002033706,0.000141044,0.000423545,0.0006617263,0.0006176074,0.000714001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000621541,"about_ca_system_score_gemma":0.00009414202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009337439,"about_ca_topic_score_gemma":0.00006573417,"domain_scores_codex":[0.9981984,0.00002827096,0.0004752383,0.000699591,0.0003405175,0.0002580132],"domain_scores_gemma":[0.9988861,0.00008370281,0.0001805092,0.0006411207,0.0001010079,0.0001075375],"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":[0.000002196305,0.00001057477,3.058178e-7,0.000003396827,0.00001800614,0.00001821629,0.00006240838,0.00001044272,0.00000521372,0.5983115,0.002335445,0.3992223],"study_design_scores_gemma":[0.000008326364,0.00008326655,0.000001130314,0.00004017988,0.00001857687,0.000006332631,0.00005333653,0.006124066,0.00009520064,0.3970018,0.59626,0.0003077783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004677464,0.0006550978,0.2058003,0.0008623665,0.001467305,0.0002398466,0.00009159854,0.0002639051,0.790615],"genre_scores_gemma":[0.00562922,0.002221874,0.01109337,0.0006327434,0.0005156741,0.00005061315,0.0005074118,0.00007315748,0.9792759],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5939245,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07253563816006178,"score_gpt":0.2590006606239167,"score_spread":0.186465022463855,"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."}}