{"id":"W4389477775","doi":"10.1002/cam4.6758","title":"First impressions: A prospective evaluation of patient–physician concordance and satisfaction following the initial medical oncology consultation","year":2023,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Princess Margaret Cancer Foundation","keywords":"Medicine; Concordance; Patient satisfaction; Family medicine; Malignancy; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001339142,0.0001248957,0.0003243472,0.000116228,0.0008710622,0.000001937828,0.0001518806,0.0001796136,0.0002154361],"category_scores_gemma":[0.006081408,0.00008539013,0.00003013248,0.0006107998,0.0003537079,0.0001286809,0.000132235,0.000603903,0.00001496235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007601845,"about_ca_system_score_gemma":0.001475627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003760085,"about_ca_topic_score_gemma":0.004369365,"domain_scores_codex":[0.9962007,0.001529049,0.0007469123,0.0002520449,0.001004034,0.0002672192],"domain_scores_gemma":[0.9942636,0.003765006,0.0006135082,0.0003603972,0.0008695553,0.0001278605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004332605,0.00005824769,0.2497183,0.0006497552,0.0001890668,0.000005606522,0.2258361,0.0001260284,0.0008019801,0.003889342,0.01144298,0.5068493],"study_design_scores_gemma":[0.0128009,0.001086481,0.590825,0.008797979,0.0004670784,0.000003597502,0.3320718,0.03745883,0.0002446898,0.007001183,0.008909503,0.0003329034],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507197,0.007365387,0.00004002647,0.03179675,0.003165238,0.003452156,0.00003522321,0.0001191114,0.003306367],"genre_scores_gemma":[0.9936365,0.0010448,0.00003385209,0.002011652,0.0003443544,0.002849973,0.00004478363,0.00001740458,0.00001671784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5065165,"threshold_uncertainty_score":0.7280452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2312473465984433,"score_gpt":0.5268614494310886,"score_spread":0.2956141028326453,"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."}}