{"id":"W6930437963","doi":"10.5281/zenodo.1288696","title":"NuGrid/NuPyCEE: NuPyCEE v.3.2","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Reusability; Code (set theory); Adaptation (eye); Path (computing); Value (mathematics); Work (physics); Management system","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":[0.003541371,0.003975677,0.00381901,0.002782496,0.001879009,0.004401291,0.0102213,0.003000036,0.3097185],"category_scores_gemma":[0.008708441,0.003491825,0.003244753,0.002949117,0.001183478,0.005168954,0.00588665,0.006283777,0.3019775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00217526,"about_ca_system_score_gemma":0.002716415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00572176,"about_ca_topic_score_gemma":0.004531382,"domain_scores_codex":[0.9981646,0.0003093356,0.0001529101,0.0003633744,0.0007262102,0.0002836499],"domain_scores_gemma":[0.9969298,0.0006854548,0.0001258274,0.0009356659,0.0009006264,0.0004226218],"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":[0.0002972391,0.00008562149,0.0004943277,0.000729168,0.0001530575,0.0001205528,0.0001564517,0.003052794,0.002846071,0.009162983,0.9523064,0.03059536],"study_design_scores_gemma":[0.0003752347,0.00003206465,0.000626308,0.0001789407,0.00004556816,0.0001613985,0.00003683921,0.01744092,0.01151804,0.0155951,0.9537994,0.0001902786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001180616,0.0003566336,0.1219662,0.0004903607,0.0005247914,0.0001684125,0.05581442,0.7786438,0.04085472],"genre_scores_gemma":[0.009050693,0.0004061938,0.07603073,0.0006035042,0.0001352937,0.0007716338,0.09097563,0.7954926,0.02653373],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3097185,"threshold_uncertainty_score":0.9846027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169384944572217,"score_gpt":0.2557104543246189,"score_spread":0.2387719598673972,"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."}}