{"id":"W4401351727","doi":"10.47611/jsrhs.v13i1.6011","title":"Impact of Business Operations and Policies on Healthcare Costs","year":2024,"lang":"en","type":"article","venue":"Journal of Student Research","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Health care; Operations management; Economics; Economic growth","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001868428,0.00006229287,0.0002384086,0.0009057177,0.00009522418,0.0001409049,0.0001689179,0.00003787824,0.00004602843],"category_scores_gemma":[0.0001385607,0.00005046341,0.00007125804,0.0005266758,0.00005756398,0.0001442648,0.00008650443,0.000320397,0.00003075277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003783952,"about_ca_system_score_gemma":0.0001600903,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008419108,"about_ca_topic_score_gemma":0.0002504122,"domain_scores_codex":[0.9989253,0.00005319104,0.0005183664,0.0001146045,0.0001579463,0.0002306088],"domain_scores_gemma":[0.9992867,0.0001183747,0.00007038256,0.000121243,0.0002803747,0.0001228922],"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":[0.0000540143,0.0003201483,0.1044124,0.0004553719,0.0002915866,0.00005083255,0.004119218,0.0005044061,0.00004435493,0.8722498,0.006728088,0.01076981],"study_design_scores_gemma":[0.0002806347,0.001102522,0.9814221,0.0002735216,0.00000302204,0.0000171755,0.0004895621,0.0001861172,0.0000123764,0.00325829,0.01288392,0.0000708013],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597713,0.006198649,0.00008343021,0.03069456,0.0001925976,0.0001763928,0.00005172267,0.000003925995,0.00282742],"genre_scores_gemma":[0.9944204,0.004921754,0.00003637508,0.00009041173,0.0002094622,0.00000435827,8.43499e-7,0.000008650371,0.0003077092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8770097,"threshold_uncertainty_score":0.9981839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.333764567563358,"score_gpt":0.5230987443229265,"score_spread":0.1893341767595685,"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."}}