{"id":"W2130780685","doi":"10.1186/1746-1596-9-s1-s5","title":"Online teaching of inflammatory skin pathology by a French-speaking International University Network","year":2014,"lang":"en","type":"article","venue":"Diagnostic Pathology","topic":"AI in cancer detection","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"Centre Hospitalier Universitaire de Bordeaux","keywords":"Medicine; Limiting; Computer science; Pathology; Multimedia; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003540382,0.0006502842,0.0001815917,0.001093348,0.001772073,0.002050336,0.0007036779,0.0006616247,0.04488075],"category_scores_gemma":[0.003351304,0.0001488281,0.000349314,0.0008426812,0.0005772361,0.001227859,0.002203773,0.0006331423,0.008511404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003350431,"about_ca_system_score_gemma":0.007017848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008639791,"about_ca_topic_score_gemma":0.01447861,"domain_scores_codex":[0.9979765,0.0009600387,0.00004467868,0.0002230849,0.0003232771,0.0004724311],"domain_scores_gemma":[0.9913156,0.0007840702,0.0003701115,0.0003231917,0.001829686,0.005377254],"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":[0.0005819348,0.002081374,0.04809011,0.0005515076,0.00003876079,0.002345191,0.00734898,0.001227534,0.01325273,0.004570036,0.323591,0.5963209],"study_design_scores_gemma":[0.0001117311,0.001037939,0.0779914,0.0003501117,0.00003472638,0.002411318,0.007034685,0.001977171,0.005283143,0.0005963303,0.9031044,0.00006696086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6207248,0.00741133,0.0233535,0.0295925,0.002903704,0.001524766,0.002704109,0.004830859,0.3069544],"genre_scores_gemma":[0.7815359,0.003347275,0.0291861,0.003837428,0.001169169,0.0008443919,0.002715454,0.0005113068,0.176853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04488075,"threshold_uncertainty_score":0.1501411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005794468054736518,"score_gpt":0.2165265141425916,"score_spread":0.210732046087855,"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."}}