{"id":"W2971315193","doi":"","title":"RAMFIS System Report TAC 2018.","year":2018,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Advanced Data Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.000250968,0.000072423,0.0001016659,0.00003963176,0.0000851329,0.00001253385,0.0001159217,0.0000390581,0.000008146656],"category_scores_gemma":[0.00001755874,0.00006794876,0.00001059718,0.0001232255,0.0002888455,0.0001349051,0.00003162574,0.00004236763,0.000009418696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001183362,"about_ca_system_score_gemma":0.000008146624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002354695,"about_ca_topic_score_gemma":5.894043e-7,"domain_scores_codex":[0.9995937,0.00001032913,0.0001656752,0.0001026849,0.0000483358,0.00007929179],"domain_scores_gemma":[0.9994666,0.00004663056,0.00004849355,0.0003552437,0.00005783444,0.00002521551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000988008,0.000006407136,0.00002990085,0.000182932,0.00001177718,8.013765e-7,0.0001425082,0.000008349597,0.003852,0.9723337,0.0006369061,0.02278489],"study_design_scores_gemma":[0.00007959377,0.00002969819,0.00007456018,0.00003666938,0.00002880752,0.0001126788,0.0005738169,0.0001536535,0.2723272,0.5776265,0.1487457,0.0002110785],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004800914,0.000658373,0.9781929,0.00001203357,0.00003392539,0.0001460395,0.00002196359,0.0007138947,0.01541997],"genre_scores_gemma":[0.992003,0.00005196048,0.007488748,0.000005321662,0.0001022784,0.0001406872,0.00002539792,0.00001493778,0.0001676612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9872021,"threshold_uncertainty_score":0.277087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00673596730808937,"score_gpt":0.2489826832664038,"score_spread":0.2422467159583144,"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."}}