{"id":"W7117895738","doi":"10.5281/zenodo.18103600","title":"PATIENT FLOW AND OPERATIONAL EFFICIENCY INTERVENTIONS IN PRIMARY HEALTH CARE CENTERS: EFFECTS ON WAITING TIME, SAFETY, AND SATISFACTION; A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Psychological intervention; Staffing; Attendance; Ambulatory; Patient satisfaction; Ambulatory care; Primary care; Workflow; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001208826,0.0001252259,0.0003266066,0.000283815,0.003473082,0.0001377146,0.0001239169,0.00006296128,0.0004562954],"category_scores_gemma":[0.001341968,0.0001187123,0.00003436738,0.000458998,0.0000396695,0.0001538868,0.0003178057,0.0003622185,0.0002625236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006113049,"about_ca_system_score_gemma":0.00004292295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005273324,"about_ca_topic_score_gemma":0.000006681034,"domain_scores_codex":[0.9965755,0.001856012,0.0007503293,0.0003335272,0.0002101457,0.0002744439],"domain_scores_gemma":[0.9988874,0.0001716447,0.0001697446,0.0002274165,0.0004268481,0.0001169361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002144578,0.0003873283,0.0003393833,0.7136572,0.0001265655,0.00001212063,0.02158477,0.001487603,0.0001649368,0.01441771,0.04769048,0.1999174],"study_design_scores_gemma":[0.007910793,0.003507094,0.02681609,0.766625,0.0002755975,0.00009910852,0.01099631,0.06856479,0.00002718029,0.000121533,0.113701,0.00135552],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2370715,0.1432985,0.1096429,0.1796154,0.002959351,0.09578235,0.003278049,0.004779341,0.2235726],"genre_scores_gemma":[0.9459392,0.01558255,0.004633613,0.02378664,0.000163626,0.00001398427,0.007308107,0.001070627,0.001501677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7088677,"threshold_uncertainty_score":0.9978243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02846201356314016,"score_gpt":0.3402367749848715,"score_spread":0.3117747614217314,"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."}}