{"id":"W2901669534","doi":"10.2196/10530","title":"Investigation of Radiation Oncologists’ Awareness of Online Reputation Management","year":2018,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reputation; Reputation management; Knowledge management; Business; 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":[0.0002495285,0.00007646518,0.0001764578,0.000147279,0.0001649581,9.003743e-7,0.00007317447,0.000128663,0.0003854189],"category_scores_gemma":[0.00005754971,0.00007393869,0.00002658772,0.0003392486,0.0001090283,0.0001179699,0.00003497524,0.0001315347,0.0000194549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004366153,"about_ca_system_score_gemma":0.0003723588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001827975,"about_ca_topic_score_gemma":0.001149023,"domain_scores_codex":[0.9984989,0.0002745005,0.0006388946,0.0001764306,0.0002499871,0.0001613005],"domain_scores_gemma":[0.9983516,0.0001284491,0.0007955538,0.0002181475,0.0004543851,0.0000518815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007029439,0.00001097756,0.9606084,0.000882274,0.00001737739,1.738906e-7,0.003220997,0.00005474524,0.0004682246,0.0008087957,0.002635591,0.03122215],"study_design_scores_gemma":[0.0005680402,0.0001347626,0.9922513,0.0004097963,0.00001508108,6.916405e-8,0.001058563,0.000377099,0.001845452,0.0008642288,0.002412134,0.00006345213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951692,0.00008191886,0.0004980317,0.0007707467,0.001307322,0.001121605,0.00009873657,0.00004601539,0.0009063868],"genre_scores_gemma":[0.9972674,0.0001394297,0.0008829744,0.0004039807,0.0002980451,0.0005448156,0.0001115314,0.00001235767,0.000339432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03164292,"threshold_uncertainty_score":0.4220066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1635305094774827,"score_gpt":0.5135894400119062,"score_spread":0.3500589305344235,"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."}}