{"id":"W1981200853","doi":"10.4018/jhisi.2012010105","title":"Biomedical Image Processing","year":2012,"lang":"en","type":"article","venue":"International Journal of Healthcare Information Systems and Informatics","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Image processing; Image (mathematics); Computer vision","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":[0.0001911923,0.0007674178,0.0003432125,0.001426695,0.0003409497,0.0012515,0.0006453127,0.001001624,0.1918312],"category_scores_gemma":[0.001113365,0.0002017638,0.0003479223,0.0009895415,0.0002518792,0.0006075818,0.0006936398,0.0005447873,0.1221677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001609368,"about_ca_system_score_gemma":0.0004034384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00174519,"about_ca_topic_score_gemma":0.0026197,"domain_scores_codex":[0.9998356,0.00001254174,0.000008920142,0.00002129065,0.0001088205,0.00001272235],"domain_scores_gemma":[0.9996077,0.00006628972,0.00001523649,0.0000765755,0.0002125655,0.00002157181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008446909,0.00002595218,0.0001668184,0.0002391453,0.0000183608,0.0002700529,0.00001788783,0.0007870592,0.02499537,0.005346348,0.6021888,0.3658597],"study_design_scores_gemma":[0.00003636233,0.00005723364,0.002093073,0.0001641531,0.00003472671,0.001547023,0.00004997194,0.02240494,0.06939196,0.01760134,0.8865664,0.00005284022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005578889,0.002960406,0.3894913,0.008720771,0.007345181,0.0004606065,0.01686653,0.03590439,0.5326719],"genre_scores_gemma":[0.08192336,0.004950805,0.2697,0.008470257,0.003832282,0.0006269921,0.02216511,0.00646439,0.6018669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1918312,"threshold_uncertainty_score":0.6417394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03731670129094441,"score_gpt":0.3265618015628014,"score_spread":0.289245100271857,"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."}}