{"id":"W4387230357","doi":"10.3390/children10101634","title":"Can ChatGPT Guide Parents on Tympanostomy Tube Insertion?","year":2023,"lang":"en","type":"article","venue":"Children","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; McGill University; McGill University Health Centre","funders":"","keywords":"Tympanostomy tube; Medicine; Tube (container); Surgery; Engineering; Waste management; Otitis","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":[0.0001301016,0.0001005901,0.0001351211,0.0001605158,0.0001283362,0.0000139348,0.00007757056,0.00008115848,0.0001367924],"category_scores_gemma":[0.000211317,0.00008870728,0.00005239277,0.0003880937,0.00003181637,0.0000350404,0.00001986859,0.0001474744,0.002044027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009767733,"about_ca_system_score_gemma":0.0001594414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00134876,"about_ca_topic_score_gemma":0.00009568186,"domain_scores_codex":[0.9990238,0.00002353381,0.000253142,0.0002258154,0.000208455,0.0002652369],"domain_scores_gemma":[0.9993706,0.00004679622,0.00004082364,0.0002961466,0.00008359436,0.0001620824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005331398,0.0001347126,0.8676789,0.00002242789,0.00003651686,0.000008611729,0.001676328,0.00002155096,0.0004327146,0.0002237184,0.05784683,0.07186431],"study_design_scores_gemma":[0.000080057,0.0002331913,0.9753065,0.0001187202,0.00002398262,0.00001714558,0.000334898,0.00007779996,0.01702828,0.0006423126,0.006015911,0.0001212197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802737,0.00003801858,0.000004412831,0.01594647,0.0005976727,0.0003605119,0.00001082965,0.0001966187,0.002571745],"genre_scores_gemma":[0.9933018,0.0001070041,0.00001949073,0.002983151,0.0006974575,0.00003853402,0.000339973,0.00002051801,0.00249208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1076275,"threshold_uncertainty_score":0.998733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09336824736249494,"score_gpt":0.4085402831114391,"score_spread":0.3151720357489441,"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."}}