{"id":"W6912805933","doi":"10.5281/zenodo.7739782","title":"YichengDWu/Sophon.jl: v0.3.9","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Documentation; Code refactoring; Reuse; Code (set theory); Process (computing)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002124178,0.002942948,0.001467092,0.002331825,0.001356525,0.005177549,0.004788979,0.002844615,0.6990539],"category_scores_gemma":[0.006369229,0.003110321,0.001455509,0.001499189,0.001066585,0.004811896,0.005199545,0.003212718,0.7947525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002493223,"about_ca_system_score_gemma":0.001787881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01133054,"about_ca_topic_score_gemma":0.00825889,"domain_scores_codex":[0.9987488,0.000135265,0.00007393429,0.0002831678,0.0005296092,0.0002293049],"domain_scores_gemma":[0.9971069,0.0003334779,0.000105794,0.001032641,0.001030632,0.0003906061],"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":[0.00008920091,0.00001523491,0.0001766392,0.0001625299,0.00001025906,0.00003470797,0.00006848709,0.0001203627,0.0009911496,0.002475831,0.980432,0.01542367],"study_design_scores_gemma":[0.00007888143,0.00001732212,0.000452925,0.00008503387,0.000007316971,0.00009508558,0.00003268692,0.0006317099,0.003668829,0.002056419,0.9928138,0.00006008181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0007754242,0.0002529406,0.02687943,0.0008262814,0.0006626864,0.0002292827,0.06876072,0.696469,0.2051442],"genre_scores_gemma":[0.006328001,0.0002247925,0.01172215,0.0006667416,0.0001796493,0.0003159958,0.09029858,0.6925454,0.1977187],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.6990539,"threshold_uncertainty_score":0.429263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04320539824032628,"score_gpt":0.2585328442674832,"score_spread":0.2153274460271569,"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."}}