{"id":"W1990465440","doi":"10.1117/12.2008235","title":"Image processing of infrared thermal images for the detection of necrotizing enterocolitis","year":2013,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Carleton University","funders":"","keywords":"Necrotizing enterocolitis; Medicine; Gastroenterology; Radiology; Internal medicine; Pediatrics","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":[0.0006958453,0.0006060159,0.0005759941,0.001166012,0.0001789597,0.0005495499,0.0004074164,0.00044598,0.001260861],"category_scores_gemma":[0.002088374,0.0001564443,0.0005281966,0.0006509713,0.0001419519,0.000282512,0.0002844463,0.0003929463,0.0006885539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001967624,"about_ca_system_score_gemma":0.0003009628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00123172,"about_ca_topic_score_gemma":0.001046028,"domain_scores_codex":[0.9996369,0.00007344154,0.00003470542,0.00008255253,0.0001224437,0.0000499617],"domain_scores_gemma":[0.9995109,0.0001610989,0.00007680196,0.00004495092,0.0001705495,0.00003574369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002168801,0.0004422044,0.01353835,0.0005212961,0.0001434398,0.0005888559,0.0001622603,0.01814096,0.3320987,0.0003329775,0.003628606,0.6282335],"study_design_scores_gemma":[0.00007727629,0.001597961,0.1144945,0.0001709982,0.0003479893,0.001776553,0.000304443,0.6491029,0.2261386,0.001277724,0.004620146,0.00009095547],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.601111,0.003627286,0.3873977,0.0002591422,0.000232751,0.0004474192,0.001416662,0.002798629,0.002709355],"genre_scores_gemma":[0.7386786,0.001784119,0.2548143,0.0001528898,0.000102405,0.0003056508,0.002208022,0.0001536707,0.001800424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001260861,"threshold_uncertainty_score":0.004217982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01431454721118117,"score_gpt":0.2639587366507073,"score_spread":0.2496441894395262,"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."}}