{"id":"W1505903741","doi":"10.5539/ass.v11n14p111","title":"Conceptual Approaches to Organizational and Methodological Support Systems and Certification of Qualifications","year":2015,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Unification; Legislation; Transparency (behavior); Organizational systems; Accounting; Business; Process management; Computer science; Knowledge management; Engineering management; Engineering ethics; Political science; Law; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003182312,0.0000410774,0.0000718357,0.0000238787,0.00007837035,0.00001518014,0.00005417157,0.00002194553,0.000001741842],"category_scores_gemma":[0.00008090306,0.00003820582,0.000004076679,0.0002002296,0.0003402036,0.00005848434,0.00002933934,0.0000244165,0.000002904214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003468106,"about_ca_system_score_gemma":0.000008339186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005087479,"about_ca_topic_score_gemma":4.85554e-7,"domain_scores_codex":[0.9996051,0.00001374073,0.00008292951,0.00009427666,0.0001244316,0.00007950477],"domain_scores_gemma":[0.9998496,0.00001950773,0.0000116698,0.00003584222,0.00001330923,0.00007009747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009202647,0.00007869921,0.01738392,0.00009887382,0.00005532679,9.287172e-7,0.1098543,0.003880649,0.0722286,0.7000017,0.002360621,0.0940472],"study_design_scores_gemma":[0.000250791,0.0001008277,0.9418467,0.00001045934,0.00002178226,0.0000109065,0.04488668,0.00203135,0.00461587,0.0009352218,0.004923858,0.0003655698],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.642254,0.0008253424,0.1757441,0.002158988,0.0005496038,0.0005622542,0.00005383613,0.0003355329,0.1775163],"genre_scores_gemma":[0.9972122,0.000007010529,0.002709786,0.000005078879,0.00002735958,0.000008176648,0.000002148953,0.000003480137,0.00002476904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9244627,"threshold_uncertainty_score":0.1557988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2783788931093329,"score_gpt":0.2985976756153521,"score_spread":0.02021878250601916,"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."}}