{"id":"W4256283290","doi":"10.26522/ti.v5i1.1339","title":"... TIPS","year":2016,"lang":"en","type":"article","venue":"ti<","topic":"Spanish Culture and Identity","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002508049,0.00002997369,0.00003501535,0.000009546836,0.00007028222,0.00004240977,0.00005005824,0.000009281476,0.01724753],"category_scores_gemma":[0.000008273341,0.00001566587,0.00002241209,0.000004250538,0.00004469178,0.0001214723,0.00001093704,0.00001379715,0.005628255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005937208,"about_ca_system_score_gemma":0.000003672507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007199356,"about_ca_topic_score_gemma":0.0005701906,"domain_scores_codex":[0.999785,0.000004278917,0.00004004184,0.00005278832,0.00004923316,0.0000686342],"domain_scores_gemma":[0.999869,0.000007021986,0.00001082938,0.00007166341,0.0000239681,0.00001755098],"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":[0.000001747729,0.00001310887,0.0001548733,0.000001507474,0.000005994783,0.000001371928,0.00189078,1.528168e-9,0.0004633149,0.5183857,0.4721443,0.006937305],"study_design_scores_gemma":[0.0000826789,0.00001338247,0.0003683866,0.000005606376,0.000003376652,7.440322e-7,0.0001514241,9.149961e-8,0.0002938647,0.004633201,0.9944074,0.00003983002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06379882,0.00005853593,0.00002056267,0.001081097,0.0005111814,0.00002791812,0.000006938876,0.0000736033,0.9344214],"genre_scores_gemma":[0.7101073,0.000005697439,0.000004575792,0.0002198846,0.0006264314,0.000001635494,5.760298e-7,0.000003017096,0.2890309],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6463085,"threshold_uncertainty_score":0.995146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845470757790927,"score_gpt":0.1901378218821281,"score_spread":0.1616831143042189,"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."}}