{"id":"W1536811089","doi":"","title":"Medical knowledge mining from image data: synthesis of medical image assessments for early stroke detection","year":2010,"lang":"en","type":"article","venue":"Machine Graphics and Vision","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Computer science; Pairwise comparison; Image (mathematics); Key (lock); Artificial intelligence; Data mining; Information retrieval","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":[0.005107612,0.0008623592,0.001520659,0.006841486,0.0003731019,0.002875541,0.001073476,0.000921435,0.003027694],"category_scores_gemma":[0.02621225,0.000450909,0.001146814,0.004458441,0.0005067301,0.002857219,0.001215095,0.001088021,0.001317742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005789787,"about_ca_system_score_gemma":0.001421739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001170761,"about_ca_topic_score_gemma":0.001566982,"domain_scores_codex":[0.9971752,0.0008662487,0.0004376529,0.000563502,0.0008638135,0.00009342753],"domain_scores_gemma":[0.9910041,0.005242324,0.0007340839,0.001128967,0.001739818,0.0001506415],"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":[0.0004381279,0.0002104905,0.004680837,0.00134536,0.0002492766,0.0001597259,0.0002011904,0.01659172,0.01509323,0.006430369,0.002603402,0.9519962],"study_design_scores_gemma":[0.0001698017,0.001271759,0.02124391,0.001478387,0.00173553,0.001393641,0.0008616213,0.6920613,0.09895734,0.1248602,0.05570568,0.0002609093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02257942,0.004986936,0.9636032,0.001181594,0.0002090513,0.0003693903,0.002268953,0.001549723,0.0032517],"genre_scores_gemma":[0.2242133,0.003415519,0.7669932,0.0001991456,0.00024832,0.00031701,0.00337669,0.0001474444,0.001089438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006841486,"threshold_uncertainty_score":0.02701193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889441828882012,"score_gpt":0.3705293944461647,"score_spread":0.3516349761573446,"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."}}