{"id":"W2959455519","doi":"10.33516/maj.v54i3.85-86p","title":"A Case Study – Overnight Couriers","year":2019,"lang":"en","type":"article","venue":"The Management Accountant Journal","topic":"Financial Reporting and Valuation Research","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Cost reduction; Service (business); Work (physics); Supply chain; Operating expense; Operations management; Reduction (mathematics); Industrial organization; Marketing; Finance; Economics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001148511,0.0004845555,0.0002677346,0.001000962,0.004524957,0.002104106,0.001286366,0.002790514,0.01258144],"category_scores_gemma":[0.001739739,0.0002729857,0.000666756,0.001576289,0.001333182,0.001133389,0.0014176,0.001315455,0.001446833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002883793,"about_ca_system_score_gemma":0.002068503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0308501,"about_ca_topic_score_gemma":0.0528973,"domain_scores_codex":[0.9986396,0.0005325348,0.00006462001,0.0001137885,0.0002732174,0.0003761307],"domain_scores_gemma":[0.9985967,0.0004872169,0.0001578659,0.00007417118,0.000203284,0.0004807051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"qualitative","study_design_scores_codex":[0.00179336,0.005907996,0.1005258,0.001552697,0.000146517,0.5674793,0.04424858,0.01613073,0.007004012,0.0497925,0.06267349,0.142745],"study_design_scores_gemma":[0.0002929514,0.00233632,0.1024642,0.0009294341,0.0001411221,0.1233875,0.2175709,0.01624858,0.00844172,0.007037368,0.520894,0.0002559355],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9050504,0.001419552,0.004874703,0.002939011,0.0002016366,0.0004910732,0.000609855,0.00005751631,0.08435614],"genre_scores_gemma":[0.9508731,0.001497767,0.005145878,0.0003641715,0.00009585866,0.0001760281,0.0003143243,0.00003095682,0.04150195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0308501,"threshold_uncertainty_score":0.06134105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03974888668638003,"score_gpt":0.298263524533825,"score_spread":0.2585146378474449,"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."}}