{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002043935,0.0006925011,0.000611421,0.001494087,0.002693028,0.008806192,0.00209757,0.004961132,0.3531206],"category_scores_gemma":[0.00918738,0.0002933275,0.0006524918,0.001507612,0.001839326,0.006693466,0.006358526,0.003161011,0.2073393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0017754,"about_ca_system_score_gemma":0.004740975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366931,"about_ca_topic_score_gemma":0.001654091,"domain_scores_codex":[0.9975783,0.0004874959,0.0001312893,0.0005126444,0.0009830304,0.0003072786],"domain_scores_gemma":[0.996106,0.0006542288,0.0002346916,0.0008445777,0.001276176,0.0008843783],"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":[0.00007601002,0.0001034605,0.0008085908,0.0003302361,0.00001839434,0.0004978548,0.0005071948,0.0002974214,0.0008168724,0.3016842,0.3786265,0.3162332],"study_design_scores_gemma":[0.000006576361,0.00001216236,0.0001625347,0.00009911366,0.000004474739,0.0002069003,0.0001822567,0.0001578879,0.0001667058,0.02477901,0.974216,0.000006228316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001585455,0.003463821,0.02378878,0.02721086,0.008753691,0.0001786998,0.0007602861,0.001051637,0.9332067],"genre_scores_gemma":[0.03240659,0.004844684,0.01116406,0.009988331,0.003260444,0.0003064372,0.001199424,0.0006150176,0.9362151],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3531206,"threshold_uncertainty_score":0.922695,"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."}}