{"id":"W1988508642","doi":"10.5539/ass.v4n8p94","title":"Subjective Judgments and Overall Perception Dominate The Accreditation Processes - A Case Study from India","year":2009,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Perception; Dominance (genetics); Correctness; Process (computing); Psychology; Quality (philosophy); Public relations; Social psychology; Political science; Business; Applied psychology; Computer science; Law","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":[0.0004150157,0.00009289387,0.00007366659,0.00009841936,0.001208597,0.0006749396,0.0001978672,0.00002193896,0.00002516142],"category_scores_gemma":[0.0001697013,0.00007105737,0.00001175985,0.0009318507,0.0001364219,0.001712134,0.0001053317,0.00006607684,0.0000270547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005390371,"about_ca_system_score_gemma":0.00003656153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008622634,"about_ca_topic_score_gemma":0.0001062312,"domain_scores_codex":[0.9990515,0.00001028638,0.0001141578,0.0002705099,0.0003868821,0.0001666662],"domain_scores_gemma":[0.9995588,0.00001992508,0.0001297403,0.0000721316,0.0002111171,0.000008271319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009697008,0.001044212,0.3362787,0.00008088523,0.0000682301,0.00033097,0.07430975,0.000006906731,0.001434766,0.02335119,0.00276477,0.5602326],"study_design_scores_gemma":[0.0002586755,0.000015182,0.9618154,0.000006294176,0.00003358957,0.000002910266,0.03133031,0.00005815333,0.000004027329,0.006236297,0.000141383,0.00009781183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800082,0.000008514148,0.0001224778,0.001207261,0.0001279873,0.0003445326,0.000001360235,0.0000501512,0.01812947],"genre_scores_gemma":[0.9977725,0.000001628016,0.00003923515,0.001355426,0.0007797542,0.00000872377,0.000005551673,0.000005328973,0.00003181452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6255366,"threshold_uncertainty_score":0.9295671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052183403722258,"score_gpt":0.2494316753026203,"score_spread":0.2389098412653977,"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."}}