{"id":"W4414331355","doi":"10.2196/preprints.83489","title":"Patient Preparation in Walk-In Clinics: Qualitative Study on the Implementation of a Consultation Preparation Sheet. (Preprint)","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus group; Qualitative research; Pace; Exploratory research; Perception; Qualitative analysis; Communication skills; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01779719,0.0005305849,0.0006408567,0.0008999342,0.007850223,0.002984579,0.001852534,0.00165485,0.003301624],"category_scores_gemma":[0.0312344,0.0006185896,0.0004274731,0.001411942,0.004426495,0.002865845,0.00326656,0.002486986,0.0004235816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00652939,"about_ca_system_score_gemma":0.008736592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008796932,"about_ca_topic_score_gemma":0.01843451,"domain_scores_codex":[0.9824169,0.01480695,0.0004188867,0.0005137451,0.0006967789,0.001146682],"domain_scores_gemma":[0.9574065,0.03443624,0.002242782,0.0005802086,0.002290629,0.003043663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006668093,0.0001849277,0.002523946,0.0003587746,0.000005206294,0.00146862,0.9829031,0.00005403113,0.001412866,0.0004782506,0.001469193,0.009074377],"study_design_scores_gemma":[0.00001382265,0.0002000534,0.003245755,0.000355787,0.000006003694,0.0003362454,0.9839076,0.0001394693,0.0006313462,0.0001283212,0.01100582,0.00002983223],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843583,0.0006858627,0.004191045,0.004110647,0.0001389528,0.001240078,0.0003480138,0.00005997976,0.004867279],"genre_scores_gemma":[0.9877807,0.0007000382,0.004808754,0.002044327,0.00003776522,0.001323734,0.000163254,0.00005165636,0.003089726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01779719,"threshold_uncertainty_score":0.09412163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1535286710279267,"score_gpt":0.5856379282529607,"score_spread":0.432109257225034,"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."}}