{"id":"W6931912946","doi":"10.5281/zenodo.8408282","title":"The EQIPD system - how to ensure research quality in the preclinical neuroscience research setting","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"User Authentication and Security Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Preclinical research; Quality (philosophy); Translational research; Creativity; Medical research; Private sector; Quality of life (healthcare)","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2520133,0.00117104,0.001994077,0.008258696,0.002670221,0.01922609,0.005837694,0.005942601,0.03327803],"category_scores_gemma":[0.2518038,0.00156561,0.001918491,0.005457939,0.003543128,0.01602504,0.0213913,0.005226044,0.04960296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007892933,"about_ca_system_score_gemma":0.03548293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004094291,"about_ca_topic_score_gemma":0.002955801,"domain_scores_codex":[0.8458738,0.0773297,0.02397205,0.006804056,0.03971101,0.006309398],"domain_scores_gemma":[0.6391634,0.09206795,0.02273701,0.09740732,0.1215699,0.02705448],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001023016,0.0003162473,0.01138561,0.001767898,0.0002627489,0.0002400628,0.001101238,0.001372273,0.003180178,0.08349919,0.4118375,0.484014],"study_design_scores_gemma":[0.0005555917,0.0004540471,0.007546436,0.002180183,0.0001427109,0.0005174261,0.0004042879,0.004318876,0.00623916,0.0502841,0.9270572,0.0002999577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008929265,0.00674586,0.6301044,0.1295563,0.005535724,0.01001202,0.01461172,0.07896955,0.1155353],"genre_scores_gemma":[0.09961067,0.005849962,0.7714516,0.02870724,0.002987775,0.00951656,0.02477532,0.01002748,0.04707341],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7479867,"threshold_uncertainty_score":0.9224007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.223785180944704,"score_gpt":0.3964567137248872,"score_spread":0.1726715327801832,"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."}}