{"id":"W4417496207","doi":"10.52783/tangence.26","title":"Predictive Factors Influencing Patient Satisfaction in Radiological Service Environments","year":2025,"lang":"","type":"article","venue":"Tangence","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiological weapon; Patient satisfaction; Service (business); Service quality; Customer satisfaction; Quality (philosophy); Transparency (behavior); Health services","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005209079,0.0005464429,0.0006929581,0.0005182627,0.001029704,0.00001727847,0.0002871183,0.001066689,0.001309121],"category_scores_gemma":[0.0007113841,0.0005474326,0.00009639905,0.001476476,0.0001621278,0.0005356004,0.0004105254,0.002387495,0.0004343865],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00428657,"about_ca_system_score_gemma":0.0007234533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009866918,"about_ca_topic_score_gemma":0.002680972,"domain_scores_codex":[0.9928895,0.002255069,0.001869276,0.001101534,0.000671853,0.001212754],"domain_scores_gemma":[0.9966598,0.001334361,0.0007756435,0.0007468296,0.0001450409,0.0003382878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002094283,0.00005980378,0.9657319,0.0004747079,0.00004401783,0.000009215133,0.02189415,0.001253413,0.0004814674,0.0002510824,0.0002209981,0.0093698],"study_design_scores_gemma":[0.0007048312,0.0003030114,0.9720542,0.001723713,0.00004429257,0.000001025649,0.02153547,0.001374188,0.0002077694,0.0005108807,0.001185361,0.0003551821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864445,0.001311038,0.0006284011,0.0008949572,0.004820965,0.003136422,0.0002451606,0.0001033835,0.002415186],"genre_scores_gemma":[0.9959103,0.0008984105,0.0001492405,0.002292034,0.00008951024,0.0004214997,0.00003151115,0.00003087952,0.0001765974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009465831,"threshold_uncertainty_score":0.9999141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06694723560146705,"score_gpt":0.3712132307846044,"score_spread":0.3042659951831373,"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."}}