{"id":"W1987414947","doi":"10.1117/12.2076398","title":"Automated pulmonary lobar ventilation measurements using volume-matched thoracic CT and MRI","year":2015,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Image registration; Nuclear medicine; Ventilation (architecture); Medicine; Computer science; Physics; Artificial intelligence; Image (mathematics)","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":[0.001890632,0.0006175399,0.0005642889,0.001088964,0.0002642119,0.001124585,0.001217425,0.0009221393,0.002000831],"category_scores_gemma":[0.004910394,0.0004190513,0.0004387803,0.0004192956,0.0003670933,0.0008076971,0.0007262989,0.0003992717,0.001150428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004150338,"about_ca_system_score_gemma":0.0006427841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002097209,"about_ca_topic_score_gemma":0.003594909,"domain_scores_codex":[0.9986572,0.0003947372,0.0000767794,0.0003947739,0.0004015196,0.00007485675],"domain_scores_gemma":[0.9986608,0.000457097,0.0002555661,0.0002344646,0.0003434525,0.00004862193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00148382,0.0003610762,0.03629682,0.0004663907,0.0002576178,0.0003259362,0.0004009011,0.03097569,0.3950485,0.0008542945,0.001483601,0.5320454],"study_design_scores_gemma":[0.0002318869,0.001552534,0.1662494,0.00009856435,0.0002698803,0.002483018,0.0002899698,0.5397576,0.2819871,0.001674966,0.005258541,0.0001466469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2528392,0.000676921,0.7386457,0.0001159347,0.0000354281,0.0004702421,0.0004453337,0.004789138,0.001982055],"genre_scores_gemma":[0.6365007,0.0002286293,0.3606225,0.0001068386,0.00004775105,0.0003183767,0.0005874686,0.0003452637,0.00124245],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002097209,"threshold_uncertainty_score":0.009998739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03197893278570772,"score_gpt":0.2911759856988135,"score_spread":0.2591970529131057,"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."}}