{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003710933,0.00007754919,0.000110235,0.00004968598,0.0005716765,0.00005823467,0.0004583008,0.0000974604,0.00010542],"category_scores_gemma":[0.0002096238,0.0000498239,0.00005081959,0.0000284252,0.0001596987,0.00008295834,0.00005798095,0.0009971987,0.00005539159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002676628,"about_ca_system_score_gemma":0.00003161535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004188048,"about_ca_topic_score_gemma":0.00000350342,"domain_scores_codex":[0.9994387,0.00003204748,0.0001215411,0.00005886716,0.00009969957,0.00024913],"domain_scores_gemma":[0.9996309,0.0000260417,0.00005865285,0.0002256229,0.00001682528,0.00004192017],"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":[0.00002807274,0.00002397086,0.005407786,0.00003378034,0.0001978497,0.002138189,0.0008676412,0.0005045644,0.01982676,0.01144754,0.01304547,0.9464784],"study_design_scores_gemma":[0.002393558,0.0003768842,0.007673975,0.0001460181,0.0001268696,0.01315919,0.001485656,0.02851811,0.04666646,0.01599564,0.8827425,0.0007151266],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791632,0.0006660275,0.002895018,0.0006857651,0.0005971123,0.00006659189,9.697643e-7,0.0001770077,0.01574833],"genre_scores_gemma":[0.9982327,0.0007855709,0.0002282242,0.00007053643,0.0002419749,0.000004258002,4.184903e-7,0.00001302581,0.0004232429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9457632,"threshold_uncertainty_score":0.4396932,"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."}}