{"id":"W3160710436","doi":"10.4258/hir.2021.27.2.146","title":"Histoscope: A Web-Based Microscopy Tool for Oral Histology Education","year":2021,"lang":"en","type":"article","venue":"Healthcare Informatics Research","topic":"AI in cancer detection","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Digital microscope; Virtual microscopy; Computer science; Histology; Microscope; Context (archaeology); Digital pathology; Multimedia; Microscopy; Telepathology; Artificial intelligence; World Wide Web; Pathology; Medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001289861,0.001542375,0.000666166,0.002346805,0.0004636098,0.00149102,0.001811726,0.00118549,0.07103042],"category_scores_gemma":[0.003661882,0.0005545209,0.0007022794,0.0007869735,0.0003095401,0.00175383,0.0021648,0.001080316,0.0196732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003650213,"about_ca_system_score_gemma":0.0007817146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005076833,"about_ca_topic_score_gemma":0.0009415218,"domain_scores_codex":[0.9995228,0.00009837862,0.00004368715,0.00007154079,0.0002214178,0.00004221256],"domain_scores_gemma":[0.9966754,0.001842593,0.0001929148,0.0002997199,0.0004808319,0.0005085501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008449525,0.001219522,0.004859094,0.002105259,0.00007982687,0.001729479,0.001321566,0.001418378,0.04953543,0.002224103,0.2158465,0.7188159],"study_design_scores_gemma":[0.001023638,0.001254025,0.03814241,0.001862408,0.0002361919,0.00758496,0.001015441,0.03569701,0.07796279,0.01165101,0.8231078,0.0004623514],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03510313,0.001771873,0.5345813,0.001222783,0.0004294114,0.002446586,0.01494111,0.379133,0.03037082],"genre_scores_gemma":[0.1135081,0.002793954,0.7413711,0.001970175,0.0003932553,0.005028888,0.02326675,0.0280263,0.08364153],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07103042,"threshold_uncertainty_score":0.2376204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0987787863363113,"score_gpt":0.4575919637239345,"score_spread":0.3588131773876232,"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."}}