{"id":"W3209924720","doi":"10.5281/zenodo.1241160","title":"Usp5 Zf-Ubd Differential Scanning Fluorimetry Assay Development #3","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Differential (mechanical device); Fluorescence spectroscopy; Fluorescence; Chemistry; Computer science; Engineering; Physics; Optics","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":[0.002279722,0.001846198,0.001173962,0.001804854,0.0006756232,0.001021305,0.00160096,0.001374201,0.01199971],"category_scores_gemma":[0.002342154,0.001573004,0.001300904,0.0007036884,0.0006901924,0.0007199431,0.0008822565,0.00197991,0.007754371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186733,"about_ca_system_score_gemma":0.002127937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001719234,"about_ca_topic_score_gemma":0.002809275,"domain_scores_codex":[0.9960393,0.0005905151,0.000343171,0.0008964348,0.001788733,0.0003418656],"domain_scores_gemma":[0.9979956,0.000446586,0.000159131,0.0004515401,0.0006930514,0.0002540545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002440462,0.0001239165,0.0007216306,0.0001874314,0.00003014368,0.00005697422,0.00004610073,0.0002051715,0.9826433,0.0009600043,0.002400727,0.01238069],"study_design_scores_gemma":[0.0000393918,0.0002225203,0.001185764,0.00001978633,0.00002714569,0.0002010788,0.000009997663,0.001338393,0.9819514,0.0001232209,0.0148624,0.00001887125],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1920903,0.00182135,0.7446846,0.0008730501,0.0005421574,0.006124177,0.01444671,0.01455421,0.0248634],"genre_scores_gemma":[0.1930189,0.002025742,0.6640724,0.0008745951,0.0001216979,0.006313282,0.05691908,0.001552438,0.07510176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01199971,"threshold_uncertainty_score":0.04014301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04601866167396748,"score_gpt":0.3011858501892311,"score_spread":0.2551671885152635,"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."}}