{"id":"W4389024859","doi":"10.1096/fasebj.31.1_supplement.580.4","title":"MacAnatomy Pathology Learning Tool Project","year":2017,"lang":"en","type":"article","venue":"The FASEB Journal","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; McMaster University","funders":"","keywords":"Curriculum; Interface (matter); Computer science; Multimedia; Preference; Value (mathematics); World Wide Web; Human–computer interaction; Medical education; Psychology; Medicine; Pedagogy","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":[0.003618751,0.0005675169,0.0002530649,0.001681843,0.0009571458,0.00241231,0.001969048,0.0008912294,0.03508671],"category_scores_gemma":[0.005377511,0.0002719311,0.0003816499,0.0005854339,0.001026223,0.001565588,0.002559278,0.001020873,0.00681753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001668543,"about_ca_system_score_gemma":0.005127396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003979674,"about_ca_topic_score_gemma":0.008942644,"domain_scores_codex":[0.9984509,0.0003740716,0.000069336,0.0001945535,0.0007588909,0.0001521808],"domain_scores_gemma":[0.9957832,0.00122566,0.0001770495,0.0006100882,0.001132861,0.001071208],"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":[0.0003851816,0.0006233823,0.003883411,0.0004449343,0.00001557476,0.001052726,0.005253937,0.0004914176,0.01662549,0.00769493,0.1782727,0.7852562],"study_design_scores_gemma":[0.0002088818,0.00107001,0.01062722,0.0002684669,0.00003037761,0.003744132,0.002166159,0.003110195,0.01551236,0.004510724,0.9586701,0.00008137073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.2891918,0.002919262,0.3584914,0.0144205,0.001822453,0.008903203,0.009377909,0.04877482,0.2660988],"genre_scores_gemma":[0.2477416,0.001350647,0.462588,0.003064827,0.0003115285,0.00471922,0.006657067,0.004098598,0.2694685],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03508671,"threshold_uncertainty_score":0.1173768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01383640556577507,"score_gpt":0.254673559539722,"score_spread":0.240837153973947,"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."}}