{"id":"W4220705068","doi":"10.1080/09546634.2022.2049589","title":"Time to codify a challenge in communication","year":2022,"lang":"en","type":"article","venue":"Journal of Dermatological Treatment","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Medical care; Medical practice; Medical literature; Intensive care medicine; Resistance (ecology); MEDLINE; Immunization; Health care; Family medicine; Immunology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003660709,0.0001268487,0.0004445708,0.0002277273,0.000663622,0.000004232824,0.0005495583,0.00008672962,0.00166308],"category_scores_gemma":[0.0001978821,0.00009582217,0.00009969859,0.0002869872,0.0000353106,0.00007930227,0.0004021784,0.0007726162,0.0003659785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149594,"about_ca_system_score_gemma":0.0002777978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004622381,"about_ca_topic_score_gemma":0.00002902733,"domain_scores_codex":[0.9951738,0.00296811,0.001098629,0.0001236128,0.0003287481,0.0003070589],"domain_scores_gemma":[0.9974152,0.001060136,0.0006273241,0.0005470143,0.0001595712,0.0001907472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004408805,0.01555869,0.6269607,0.0004287046,0.0005319895,0.001345546,0.2085904,0.004966937,0.0002930539,0.01054724,0.08265367,0.04371421],"study_design_scores_gemma":[0.01443068,0.007063609,0.1139171,0.0006520532,0.00009777882,0.0006484819,0.0719381,0.001475876,0.00005145923,0.006297704,0.7827381,0.0006890268],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8285872,0.01243262,0.00001480793,0.144801,0.0003367084,0.002218563,0.00005935672,0.00006932186,0.01148033],"genre_scores_gemma":[0.9952726,0.000384453,0.001597324,0.001886282,0.000023737,0.000498553,0.00001640105,0.00001197438,0.0003087235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7000844,"threshold_uncertainty_score":0.9992495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2766925474117619,"score_gpt":0.4399309135712461,"score_spread":0.1632383661594842,"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."}}