{"id":"W4415665905","doi":"10.1088/978-0-7503-6119-4ch2","title":"Introduction to artificial intelligence in radiation therapy","year":2025,"lang":"","type":"book-chapter","venue":"","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Workflow; Applications of artificial intelligence; Radiation therapy; Medical physicist","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005140165,0.00101067,0.0005379464,0.001422301,0.0006694592,0.002652952,0.0008999042,0.001586129,0.02782667],"category_scores_gemma":[0.001001195,0.0004400446,0.0007010083,0.001989547,0.001180399,0.0023319,0.001051107,0.003373501,0.01518991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009357766,"about_ca_system_score_gemma":0.001104759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065184,"about_ca_topic_score_gemma":0.002065178,"domain_scores_codex":[0.9996008,0.00007110192,0.00002700223,0.00005699715,0.0002197267,0.00002432755],"domain_scores_gemma":[0.9993911,0.000409963,0.00001897657,0.00003663743,0.0001133221,0.00003007844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002330079,0.00008174016,0.0001489217,0.001384336,0.00003152151,0.0001783301,0.0005538388,0.003245388,0.001347063,0.2003968,0.4204816,0.3721271],"study_design_scores_gemma":[0.000003367948,0.00001547177,0.0001687148,0.0005600159,0.000005452135,0.0002803373,0.00004281922,0.0007675504,0.0002026264,0.06641515,0.9315255,0.00001296721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001011612,0.2951891,0.08711172,0.01265679,0.006832085,0.0001875115,0.0006397344,0.001396417,0.594975],"genre_scores_gemma":[0.01446928,0.2994115,0.1255734,0.008938119,0.005877827,0.0003539081,0.001090692,0.0006216011,0.5436636],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02782667,"threshold_uncertainty_score":0.09308946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1463095110352353,"score_gpt":0.4156818510382335,"score_spread":0.2693723400029981,"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."}}