{"id":"W6969423687","doi":"10.5281/zenodo.8307719","title":"clEsperanto/CLIc_prototype: v0.7.1","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Process (computing); Troubleshooting; Debugging; Identification (biology)","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":[0.00434905,0.004067137,0.001860266,0.002614134,0.001520001,0.007613133,0.009359931,0.003794704,0.4534344],"category_scores_gemma":[0.0211107,0.003485024,0.002559464,0.001868838,0.001283039,0.007835104,0.005300909,0.005602678,0.5997626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002529419,"about_ca_system_score_gemma":0.002966431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009117018,"about_ca_topic_score_gemma":0.00777371,"domain_scores_codex":[0.9962879,0.0005397023,0.0002415902,0.0007549337,0.001644376,0.0005315227],"domain_scores_gemma":[0.9918885,0.001294116,0.0002111031,0.002646558,0.003213772,0.0007459936],"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":[0.0001969746,0.00003490187,0.0001914462,0.000294787,0.00002339545,0.00004544345,0.00005162926,0.0003436861,0.0009105778,0.001736998,0.979203,0.01696711],"study_design_scores_gemma":[0.0002869271,0.00004122758,0.0003961551,0.0001542528,0.00002548712,0.0001535432,0.00003622464,0.003214973,0.008159241,0.00348543,0.9839278,0.0001188341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005061155,0.0002997605,0.02671971,0.0006251038,0.000593364,0.000230715,0.01956106,0.9062235,0.04524083],"genre_scores_gemma":[0.01041381,0.0003588666,0.03174513,0.001959008,0.0002568991,0.000605786,0.08456403,0.8034372,0.0666592],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4534344,"threshold_uncertainty_score":0.7796094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1654818774526495,"score_gpt":0.3586381094403535,"score_spread":0.193156231987704,"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."}}