{"id":"W3003426014","doi":"10.2196/16704","title":"Factors Influencing Doctors’ Participation in the Provision of Medical Services Through Crowdsourced Health Care Information Websites: Elaboration-Likelihood Perspective Study","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crowdsourcing; Quality (philosophy); Health care; Diversity (politics); The Internet; Perspective (graphical); Test (biology); Medicine; Medical education; Psychology; World Wide Web; Computer science; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.001520343,0.0002261912,0.0003700146,0.0001780884,0.00025669,0.0003162515,0.001757629,0.0001981394,0.00004771983],"category_scores_gemma":[0.001155667,0.000153854,0.00005711063,0.002428969,0.00008998526,0.00419719,0.0004172659,0.0007645746,0.00003874584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069031,"about_ca_system_score_gemma":0.001150762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005137201,"about_ca_topic_score_gemma":0.0002927704,"domain_scores_codex":[0.9940161,0.0003240889,0.001783295,0.0001654653,0.003350943,0.0003601101],"domain_scores_gemma":[0.9974518,0.0003826884,0.0007843817,0.0004740593,0.0006509728,0.0002560904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006774084,0.0001709999,0.01736452,0.0002671126,0.00001803517,0.000001277178,0.974334,0.0001194707,5.152916e-7,0.003863156,0.0002375971,0.003616527],"study_design_scores_gemma":[0.001419823,0.0008532546,0.05206787,0.0002622475,0.00001122181,0.000002221357,0.8905726,0.05243085,0.00004228895,0.0001936057,0.001888943,0.0002550838],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268394,0.0000315315,0.0620078,0.008903163,0.0001096144,0.001582446,0.00001192973,0.0001680217,0.0003460986],"genre_scores_gemma":[0.989408,0.000005875913,0.002054994,0.008299587,0.00005670072,0.0001011043,0.00006641744,0.000006999556,3.086239e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08376142,"threshold_uncertainty_score":0.6273984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02816042147031509,"score_gpt":0.3622596280039421,"score_spread":0.334099206533627,"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."}}