{"id":"W4297359151","doi":"10.1332/policypress/9781447352150.003.0006","title":"Comparative analysis","year":2022,"lang":"en","type":"book-chapter","venue":"Policy Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nexus (standard); Context (archaeology); Interdependence; Politics; Health care; Institution; Core (optical fiber); Convergence (economics)","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003866768,0.0006118627,0.001645791,0.0007789045,0.001334754,0.00001648567,0.0007022218,0.0006493946,0.008321176],"category_scores_gemma":[0.00003894641,0.0006117428,0.0004899235,0.00007020267,0.0001813956,0.00004330925,0.0008889587,0.002387233,0.0005692351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036754,"about_ca_system_score_gemma":0.0008571185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01946794,"about_ca_topic_score_gemma":0.001816625,"domain_scores_codex":[0.9958011,0.0004591007,0.001178022,0.0007398651,0.0007379485,0.001084001],"domain_scores_gemma":[0.9964232,0.0006758141,0.001014579,0.001211753,0.0002235663,0.0004510642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007101327,0.000008903441,0.00005632728,0.0002227647,0.001140338,0.00001505088,0.005899814,0.00005535649,4.738735e-7,0.9376189,0.05444025,0.0004708291],"study_design_scores_gemma":[0.0003182573,0.00006049787,0.00006067487,0.0001973542,0.0009399682,9.747952e-7,0.0001536884,0.00005127529,0.000002639731,0.01187229,0.9858878,0.0004545849],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003010845,0.001261025,0.00001276807,0.0002809872,0.0004758647,0.001745703,0.0009323998,0.0003376841,0.9949235],"genre_scores_gemma":[0.004075683,0.0002242804,0.000131372,0.002896442,0.001322356,0.00053796,0.0003193737,0.00009152252,0.990401],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9314476,"threshold_uncertainty_score":0.9999654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1865944466692071,"score_gpt":0.4939970574750855,"score_spread":0.3074026108058784,"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."}}