{"id":"W3209046517","doi":"10.5281/zenodo.1027597","title":"cdeterman/gpuR: v2.0.0","year":2017,"lang":"en","type":"article","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":"Tellabs (Canada)","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001637886,0.003504732,0.001499954,0.001934017,0.000846252,0.003503247,0.007272789,0.002129162,0.2239403],"category_scores_gemma":[0.006271572,0.002759088,0.002031511,0.001301654,0.0006525969,0.00345875,0.00358253,0.004539677,0.2193182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683959,"about_ca_system_score_gemma":0.001933758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003629282,"about_ca_topic_score_gemma":0.003560485,"domain_scores_codex":[0.9985782,0.0001727662,0.0001312443,0.0003526632,0.0005209165,0.0002441851],"domain_scores_gemma":[0.9977368,0.00035141,0.00009831876,0.0007071943,0.0009297698,0.0001764453],"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":[0.000487302,0.00008882125,0.0009295711,0.0007340169,0.00009436353,0.000115208,0.0001373737,0.001519622,0.006341791,0.006873627,0.9233045,0.05937385],"study_design_scores_gemma":[0.0002724832,0.00005401792,0.001051787,0.0001788521,0.00005876947,0.0002970986,0.0000391848,0.01478152,0.03848904,0.00715783,0.9374246,0.0001947931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001516804,0.0002912542,0.09409001,0.0002175689,0.0004706925,0.0002153498,0.02108941,0.8521032,0.03000581],"genre_scores_gemma":[0.02101578,0.0003824817,0.0830368,0.001299144,0.0001468874,0.001149539,0.08024544,0.7493895,0.06333435],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2239403,"threshold_uncertainty_score":0.7491548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232440332611383,"score_gpt":0.2727208185571712,"score_spread":0.2503964152310573,"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."}}