{"id":"W4412570668","doi":"10.61092/iaea.h1w5-dtyy","title":"Development of Java GAMUT (JGAMUT) – Adopted Levels, Gammas Evaluator Assistant Code","year":2016,"lang":"en","type":"report","venue":"","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Gamut; Java; Computer science; Code (set theory); Programming language; Operating system; Computer graphics (images); Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001377871,0.0004869688,0.001052094,0.0003241055,0.00005053919,0.00002759651,0.0003604597,0.0003731125,0.004164393],"category_scores_gemma":[0.0004132588,0.0003416598,0.0002893549,0.0002617237,0.00007802124,0.00005071246,0.00008493862,0.0003735409,0.0002277417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000585869,"about_ca_system_score_gemma":0.001766195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002587845,"about_ca_topic_score_gemma":0.00004516917,"domain_scores_codex":[0.9957764,0.00004055088,0.001316309,0.0004342587,0.001937675,0.0004948335],"domain_scores_gemma":[0.9982048,0.0001003253,0.0002440723,0.0006056281,0.0005313651,0.0003138125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007040231,0.0001460767,0.0007774025,0.003589389,0.004363598,0.0001209986,0.0003703542,0.0001684511,0.01389937,0.00005917199,0.3890968,0.5874013],"study_design_scores_gemma":[0.000347722,0.000006716508,0.0007790925,0.001344748,0.0003874522,0.00001579943,0.00004139696,0.003091874,0.009521586,0.00001332008,0.98379,0.0006602419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006454273,0.006161576,0.1618298,0.0002310936,0.003267769,0.0005207483,0.0004317948,0.001490613,0.8196123],"genre_scores_gemma":[0.4352339,0.00637986,0.1448668,0.0001845783,0.00259155,0.0002704127,0.0009557212,0.0009062297,0.4086109],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5946932,"threshold_uncertainty_score":0.9999036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07870286740431649,"score_gpt":0.3185876078779944,"score_spread":0.239884740473678,"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."}}