{"id":"W4407421316","doi":"10.2196/54484","title":"Knowledge Sharing Maturity Model for Medical Imaging Departments: Development Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Maturity (psychological); Capability Maturity Model; Computer science; Psychology; World Wide Web","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":[0.009656235,0.0005306182,0.0004432706,0.00284508,0.001231883,0.002554155,0.001028551,0.0009879166,0.001947435],"category_scores_gemma":[0.01896655,0.0004019421,0.001233571,0.002017012,0.00085397,0.003458039,0.002112505,0.001315586,0.0002143277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006047573,"about_ca_system_score_gemma":0.01073879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005456458,"about_ca_topic_score_gemma":0.005243702,"domain_scores_codex":[0.9968162,0.001684367,0.0002780996,0.0002721184,0.0006853843,0.0002638936],"domain_scores_gemma":[0.9837106,0.009385597,0.001725474,0.000795531,0.003421854,0.0009609782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003371947,0.003566862,0.5975165,0.001306126,0.0001880383,0.0008587901,0.06580561,0.005333486,0.002359196,0.02242207,0.002433256,0.2978729],"study_design_scores_gemma":[0.0002064469,0.003333763,0.6743321,0.003062639,0.0005589356,0.002196342,0.1688501,0.09733154,0.006471841,0.01561244,0.02780671,0.0002370667],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732885,0.0002997513,0.01341721,0.0006847906,0.00001440254,0.002182165,0.0002036413,0.00004884815,0.009860735],"genre_scores_gemma":[0.9724373,0.000270148,0.02515009,0.00004108473,0.00000324684,0.001201785,0.0002961132,0.000007393436,0.0005927946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009656235,"threshold_uncertainty_score":0.05106765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06041851298223389,"score_gpt":0.4056204476423127,"score_spread":0.3452019346600788,"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."}}