{"id":"W4414779438","doi":"10.1002/lary.70169","title":"Roadmap for Representative Artificial Intelligence Models for Thyroid Cancer","year":2025,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; Sunnybrook Health Science Centre; Ottawa Hospital; University of Calgary; Toronto East General Hospital; SickKids Foundation; University of Toronto; Hospital for Sick Children; University of Ottawa","funders":"","keywords":"Thyroid cancer; Training set; Radiomics; Cancer; Applications of artificial intelligence","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":[0.04595063,0.00184076,0.002171346,0.002766883,0.001239216,0.004576403,0.005233502,0.002940154,0.004288686],"category_scores_gemma":[0.1108311,0.001314641,0.001947161,0.001640728,0.001977943,0.006161077,0.00636684,0.007377989,0.001686686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002626591,"about_ca_system_score_gemma":0.008280756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006795542,"about_ca_topic_score_gemma":0.007381436,"domain_scores_codex":[0.9794079,0.01319516,0.0009635271,0.002521125,0.003390682,0.0005215754],"domain_scores_gemma":[0.8818276,0.07423173,0.003125903,0.01069334,0.02768896,0.002432488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001145207,0.0007202275,0.01042613,0.001626085,0.0004445404,0.000370374,0.0004124517,0.3403873,0.004838412,0.09366965,0.03338066,0.5125789],"study_design_scores_gemma":[0.00012734,0.0004942592,0.001879938,0.0004009839,0.0001133651,0.0001204508,0.000143221,0.8360097,0.00276442,0.1376358,0.0202401,0.00007037583],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009254224,0.002962345,0.9737059,0.007785747,0.0002635854,0.0006741676,0.0006716481,0.001986059,0.002696393],"genre_scores_gemma":[0.1357704,0.002527959,0.8526193,0.001597976,0.0003925745,0.002217125,0.002923845,0.0005246711,0.001426097],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04595063,"threshold_uncertainty_score":0.2430131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04603718837157444,"score_gpt":0.3948823551259376,"score_spread":0.3488451667543632,"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."}}