{"id":"W6931405771","doi":"10.5281/zenodo.3547743","title":"nstarman/astroPHD: Good Decorators","year":2019,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Lymphadenopathy Diagnosis and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Focus (optics); Rewriting; Python (programming language); Set (abstract data type)","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":["insufficient_payload"],"category_scores_codex":[0.0002541453,0.0002730344,0.0004449114,0.0005924822,0.0004680727,0.0003461892,0.0006139167,0.0001998502,0.07906172],"category_scores_gemma":[0.0002044492,0.0002580736,0.0001675462,0.0005653267,0.0001086332,0.00006512525,0.0006219408,0.0002852103,0.05745264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00019277,"about_ca_system_score_gemma":0.00001094949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004729108,"about_ca_topic_score_gemma":5.071276e-7,"domain_scores_codex":[0.9980566,0.000167479,0.0002734161,0.0005812885,0.0005225639,0.0003986363],"domain_scores_gemma":[0.9984628,0.00001216427,0.0002060852,0.0007732649,0.0002652856,0.0002803816],"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":[0.00002547181,0.000200319,0.00003219416,0.0001917093,0.0002352243,0.00005520437,0.00009020761,0.000001918155,0.0003445456,0.0003995983,0.9722146,0.02620901],"study_design_scores_gemma":[0.000930346,0.0002891973,0.00020448,0.0002430407,0.0001975913,0.00009562515,0.0001281032,0.000039904,0.0001001869,0.000005678694,0.9975247,0.000241091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006366837,0.0006630258,0.0003054638,0.0004642697,0.0001695843,0.0006214154,0.0003896519,0.001155826,0.9955941],"genre_scores_gemma":[0.04347013,0.001421342,0.0004285933,0.0007183704,0.001416593,1.121349e-7,0.007993765,0.0243426,0.9202085],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07538559,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972842929530794,"score_gpt":0.2483413504826583,"score_spread":0.2286129211873503,"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."}}