{"id":"W4407261043","doi":"10.1016/j.pec.2025.108700","title":"Impact of patient engagement types on doctors’ service provision in online health communities","year":2025,"lang":"en","type":"article","venue":"Patient Education and Counseling","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"National Natural Science Foundation of China","keywords":"Service (business); Patient participation; MEDLINE; Nursing; Psychology; Medicine; Business; Marketing; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007175682,0.0003437585,0.0004685866,0.001237175,0.002895232,0.005693854,0.001172715,0.001744801,0.01991008],"category_scores_gemma":[0.07247601,0.0003596783,0.0009892102,0.001149426,0.001485618,0.004737113,0.007796315,0.002278524,0.000921711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706511,"about_ca_system_score_gemma":0.003448756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006504186,"about_ca_topic_score_gemma":0.01352902,"domain_scores_codex":[0.9834577,0.01043719,0.0008212093,0.0008099354,0.001827987,0.002646001],"domain_scores_gemma":[0.9119743,0.06011749,0.008614165,0.002386973,0.003551994,0.01335517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005056206,0.006082727,0.8218025,0.0004160887,0.0004898759,0.0006599835,0.05497915,0.0006141939,0.001210399,0.002404532,0.002297646,0.1039867],"study_design_scores_gemma":[0.0002855632,0.002350414,0.8411927,0.0004941224,0.0003416007,0.0006037774,0.1416102,0.003547859,0.0006426564,0.003491706,0.00534192,0.00009754319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937873,0.0000940425,0.0002004215,0.0008273212,0.00003467065,0.00004849543,0.00009843772,0.00001760552,0.004891731],"genre_scores_gemma":[0.9987219,0.00003924187,0.0002513347,0.0001355183,0.00002643032,0.00003632371,0.00004975789,0.000008683165,0.0007307627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01991008,"threshold_uncertainty_score":0.06660581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302912052304628,"score_gpt":0.4638833774396693,"score_spread":0.3335921722092065,"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."}}