{"id":"W4308179942","doi":"10.2196/39443","title":"Learning the Treatment Process in Radiotherapy Using an Artificial Intelligence–Assisted Chatbot: Development Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"AI in Service Interactions","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; York University; University Health Network; Toronto Metropolitan University","funders":"Canadian Institutes of Health Research","keywords":"Chatbot; Process (computing); Computer science; Medicine; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002138147,0.0001425154,0.0001571753,0.0004983749,0.001942486,0.000320211,0.00126429,0.00002346631,0.0001127971],"category_scores_gemma":[0.0000159735,0.0001043437,0.00003492286,0.002019477,0.00006609446,0.0009072674,0.0003630785,0.0008167155,0.00002252565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001691043,"about_ca_system_score_gemma":0.0004307556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002023305,"about_ca_topic_score_gemma":0.0003042988,"domain_scores_codex":[0.9961815,0.00151103,0.0004057561,0.0003525687,0.001049088,0.0005000402],"domain_scores_gemma":[0.9989064,0.0003049064,0.0001038978,0.0004114505,0.0002007915,0.00007252162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006623584,0.003862215,0.001239959,0.000008624762,0.00004833468,0.00002571495,0.750519,0.02685498,0.0002407568,0.0006053661,0.000006137821,0.2165227],"study_design_scores_gemma":[0.0002689575,0.003715995,0.008114168,0.0000201272,0.000001775168,0.00003240834,0.304078,0.6778329,0.00187444,0.0008770594,0.002954469,0.0002296657],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790484,0.00003209066,0.01887724,0.00050314,0.0001630408,0.001179749,9.298769e-7,0.00006205295,0.0001333547],"genre_scores_gemma":[0.997226,0.00000582983,0.001202447,0.00002975563,0.00003858584,0.001431446,0.000003515263,0.00001284388,0.00004957818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.650978,"threshold_uncertainty_score":0.9993569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2164091512485067,"score_gpt":0.4905733020059009,"score_spread":0.2741641507573943,"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."}}