{"id":"W4200601884","doi":"10.3390/su132414019","title":"SDGs: A Responsible Research Assessment Tool toward Impactful Business Research","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yorkville University; University of Guelph","funders":"","keywords":"Judgement; Sustainable development; Corporate governance; Rigour; Political science; Engineering ethics; Public relations; Knowledge management; Sociology; Management; Computer science; Engineering; Economics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04224436,0.0003403813,0.0005857329,0.001027697,0.001599999,0.001812113,0.0007063816,0.0002972412,0.0008819342],"category_scores_gemma":[0.1312059,0.0003467012,0.0002382496,0.011545,0.0008878282,0.001856292,0.00260145,0.001752465,0.0001920152],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004449682,"about_ca_system_score_gemma":0.0160881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005653038,"about_ca_topic_score_gemma":0.001047228,"domain_scores_codex":[0.9907765,0.001508326,0.001101303,0.001504312,0.003041143,0.002068411],"domain_scores_gemma":[0.9490708,0.002371545,0.0003472804,0.002274912,0.04584006,0.00009545153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001868215,0.00222586,0.6783519,0.004966631,0.0001215033,0.003540107,0.001424816,0.0001522501,0.006920018,0.2350419,0.01571981,0.04966695],"study_design_scores_gemma":[0.0004504377,0.00002842235,0.5021274,0.00005916126,0.00001867797,0.000009675828,0.01320446,0.0002862444,0.0002448627,0.4253686,0.05784271,0.0003593611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502264,0.0001342771,0.0002256126,0.02704239,0.0003644158,0.001550584,0.000004594474,0.0002716827,0.02018004],"genre_scores_gemma":[0.9932629,0.0000100648,0.0005116457,0.0002525532,0.001249452,0.0002141382,0.00004183091,0.00007032984,0.004387011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1903266,"threshold_uncertainty_score":0.9998985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.12234733286673,"score_gpt":0.4426885463556718,"score_spread":0.3203412134889418,"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."}}