{"id":"W3127213830","doi":"10.1111/gwmr.12426","title":"“Business as Usual,” But What Is Usual?","year":2021,"lang":"en","type":"article","venue":"Groundwater Monitoring & Remediation","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Sign (mathematics); Public relations; Tracking (education); Computer science; Operations research; Political science; Engineering; Sociology; Law; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01756485,0.00095025,0.001498457,0.001472542,0.004500793,0.02779783,0.003162535,0.01518766,0.02847861],"category_scores_gemma":[0.08287694,0.000539796,0.0008503664,0.002039623,0.01093557,0.0264096,0.005136092,0.02463795,0.0242869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005391106,"about_ca_system_score_gemma":0.01268794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003774163,"about_ca_topic_score_gemma":0.005853658,"domain_scores_codex":[0.969634,0.0152481,0.001641557,0.003009278,0.008054745,0.002412276],"domain_scores_gemma":[0.9537686,0.01124744,0.003799723,0.001982108,0.01274585,0.01645629],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002724157,0.0000269003,0.000203141,0.0003160648,0.00001065747,0.0001123646,0.0008365159,0.00001215323,0.00008284011,0.014971,0.9569329,0.02646822],"study_design_scores_gemma":[0.000008644627,0.000024284,0.0001594142,0.0006275105,0.000004519146,0.0001526109,0.001663882,0.00002356658,0.00005084951,0.006239474,0.9910232,0.00002206317],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002206129,0.01626919,0.0004839838,0.881043,0.09216851,0.00001941736,0.00004500381,0.0001050936,0.009645167],"genre_scores_gemma":[0.008626947,0.01901216,0.001136517,0.8938626,0.04072117,0.00008229331,0.0001122361,0.0002177712,0.03622835],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9824352,"threshold_uncertainty_score":0.09527045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07147470710604875,"score_gpt":0.3365413692936989,"score_spread":0.2650666621876501,"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."}}