{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007409734,0.001478438,0.002048484,0.003585977,0.001671626,0.004515536,0.003429725,0.00234632,0.1157467],"category_scores_gemma":[0.0196235,0.000497235,0.0006976473,0.00237448,0.0006361418,0.005038417,0.002693505,0.001913051,0.1555698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001685493,"about_ca_system_score_gemma":0.00424548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01573445,"about_ca_topic_score_gemma":0.01288171,"domain_scores_codex":[0.995419,0.0008600673,0.0002300118,0.0006427786,0.002360108,0.0004880647],"domain_scores_gemma":[0.9894637,0.001491899,0.0003333079,0.002427317,0.005262308,0.001021411],"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":[0.0005020352,0.0001140564,0.0008945671,0.0001388061,0.00003160469,0.00007364489,0.00005509002,0.0007723942,0.001656,0.006627254,0.943094,0.04604064],"study_design_scores_gemma":[0.0003283082,0.0002698432,0.00173841,0.0001174434,0.000043822,0.0002358166,0.000102747,0.01158271,0.007798323,0.01194314,0.9657788,0.00006071464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01760528,0.003908842,0.09589955,0.01532353,0.009714886,0.001754714,0.3288761,0.1861948,0.3407223],"genre_scores_gemma":[0.05108968,0.001393718,0.07569751,0.00154248,0.002583621,0.001153748,0.702147,0.009314016,0.1550783],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1157467,"threshold_uncertainty_score":0.3872113,"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."}}