{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00101334,0.0001071311,0.0002197081,0.0005786833,0.0004442457,0.0009353391,0.0001496795,0.00033577,0.004257821],"category_scores_gemma":[0.008374575,0.00008648216,0.0004746583,0.0008957005,0.0003779147,0.0002995855,0.0005454526,0.0005259978,0.0002930366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003921261,"about_ca_system_score_gemma":0.0005182637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001511152,"about_ca_topic_score_gemma":0.001572951,"domain_scores_codex":[0.9983937,0.0007394238,0.0001651642,0.00006966335,0.0003674326,0.0002646268],"domain_scores_gemma":[0.9948562,0.002253209,0.001455131,0.0001374826,0.000578516,0.0007194181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008781846,0.0001146854,0.9919633,0.0000214853,0.00003570862,0.00009904478,0.0008118093,0.000146366,0.0001674288,0.0001233014,0.0002195722,0.006209548],"study_design_scores_gemma":[0.000006774372,0.0002674944,0.9935815,0.00001714481,0.0000246022,0.000294526,0.003923639,0.0009811479,0.0001329325,0.0001431381,0.0006172797,0.00000982766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982826,0.00006749732,0.0002112816,0.0001458786,0.000003685898,0.00001108154,0.0000904199,0.000004365615,0.001183289],"genre_scores_gemma":[0.9997587,0.00002177014,0.00007226183,0.00002004982,0.000001935891,0.000004266809,0.00005095861,0.000001092363,0.00006896073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004257821,"threshold_uncertainty_score":0.01424384,"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."}}