{"id":"W30464763","doi":"10.3389/fimmu.2018.02576","title":"The OpenTTT Approach","year":2008,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Educational Technology and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases","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":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.0006250183,0.0001702892,0.0001494359,0.00006016966,0.002489161,0.0005074752,0.005940827,0.0001072717,0.00001204101],"category_scores_gemma":[0.00008330891,0.000099711,0.0000453654,0.001382452,0.0004283442,0.0004067404,0.001629609,0.0002091793,0.0001118376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000038678,"about_ca_system_score_gemma":0.0001598844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009049183,"about_ca_topic_score_gemma":0.00001108975,"domain_scores_codex":[0.9984975,0.0001594544,0.000248465,0.0004236843,0.0003301116,0.0003408029],"domain_scores_gemma":[0.9979239,0.0002645678,0.0001666388,0.00138393,0.0002065648,0.00005447621],"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":[0.0001775991,0.001124442,0.008656889,0.0000429407,0.0002243877,0.00003514824,0.01290467,0.1117192,0.000111835,0.3006287,0.3781169,0.1862574],"study_design_scores_gemma":[0.0002793353,0.00001113507,0.01085651,0.000008963498,0.000006525622,0.000241508,0.0003425253,0.0328888,0.00003066161,0.001126682,0.9540062,0.0002011599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008246179,0.0009061937,0.91586,0.01786511,0.0002766032,0.0008795961,0.000001022924,0.000370544,0.05559474],"genre_scores_gemma":[0.879275,0.0002941604,0.03751943,0.005244224,0.0004316063,0.0004615888,0.00003576536,0.00007197685,0.07666624],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8783406,"threshold_uncertainty_score":0.9994375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02726117860153517,"score_gpt":0.2461726748996364,"score_spread":0.2189114962981012,"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."}}