{"id":"W4402506781","doi":"10.2196/53780","title":"Evaluating Factors Affecting Knowledge Sharing Among Health Care Professionals in the Medical Imaging Departments of 2 Cancer Centers: Concurrent Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Affect (linguistics); Health care; Health professionals; Medicine; Family medicine; Psychology; Computer science; Political science","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":[0.006121726,0.0002562537,0.0004055295,0.0003671589,0.0009366238,0.0002640093,0.0007819197,0.0000717187,0.0002772394],"category_scores_gemma":[0.0003824288,0.0001802197,0.0001563788,0.0007193717,0.0001559438,0.0003397575,0.0004481754,0.0005205083,0.000003075805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006406138,"about_ca_system_score_gemma":0.0002973406,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003916456,"about_ca_topic_score_gemma":0.03630251,"domain_scores_codex":[0.9949666,0.002130282,0.0006470346,0.0005515961,0.001100501,0.0006039419],"domain_scores_gemma":[0.9985001,0.000818893,0.0002206973,0.0002205112,0.00008305378,0.00015671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001068433,0.0001738971,0.5496234,0.0002109436,0.00004515314,0.000003788253,0.4217613,0.00000124018,0.000007632641,0.0001665306,0.0001206859,0.0278843],"study_design_scores_gemma":[0.0003177192,0.00005704221,0.4303623,0.000992369,0.00003560386,4.468042e-8,0.5671626,0.0004410498,0.00007070761,0.00002302602,0.0003551776,0.0001823606],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909948,0.002877662,0.00002438078,0.00008103904,0.00204746,0.001943434,0.000006165011,0.000119833,0.001905227],"genre_scores_gemma":[0.9993483,0.000007653699,0.00001534551,0.00001669108,0.0002165136,0.0001831744,0.00002232029,0.00002772464,0.0001622644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1454013,"threshold_uncertainty_score":0.9812825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1577417947966972,"score_gpt":0.5786062668137498,"score_spread":0.4208644720170526,"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."}}