{"id":"W3157501258","doi":"","title":"RAMFIS: Integrating Diverse TA1's.","year":2019,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Semantic Web and Ontologies","field":"Computer Science","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":[0.003144852,0.001448766,0.0009600638,0.004932517,0.001095063,0.005675169,0.003163214,0.001602335,0.03232678],"category_scores_gemma":[0.009366543,0.0006900787,0.002675938,0.003767446,0.0006635032,0.006827455,0.005257951,0.002033379,0.02107923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001017537,"about_ca_system_score_gemma":0.002019303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006806855,"about_ca_topic_score_gemma":0.01000111,"domain_scores_codex":[0.9981667,0.0003612264,0.0001995926,0.0004119344,0.0006386971,0.0002218048],"domain_scores_gemma":[0.9973587,0.0007345811,0.0001317244,0.0009885392,0.0006057538,0.0001806414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00101635,0.0003249038,0.005546836,0.001848372,0.0005994572,0.000667629,0.001763491,0.007148102,0.009899311,0.1327849,0.2117506,0.62665],"study_design_scores_gemma":[0.0001093603,0.0001695887,0.002256087,0.0007143071,0.0005049076,0.0007490473,0.0007999425,0.06558104,0.01886396,0.08695301,0.8231162,0.0001826386],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01391185,0.001796049,0.6423116,0.001194213,0.0009723954,0.0004374725,0.02548954,0.2497128,0.06417401],"genre_scores_gemma":[0.125096,0.002026694,0.6977866,0.0009778963,0.000330594,0.0007499472,0.1067411,0.02318169,0.04310947],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03232678,"threshold_uncertainty_score":0.1081439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008724827481580879,"score_gpt":0.2413171474151394,"score_spread":0.2325923199335586,"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."}}