{"id":"W2336972508","doi":"10.1159/000442390","title":"International Telepathology: Promises and Pitfalls","year":2016,"lang":"en","type":"review","venue":"Pathobiology","topic":"AI in cancer detection","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Telepathology; Workflow; Accreditation; Telemedicine; Business; Health care; Process management; Engineering management; Knowledge management; Computer science; Medicine; Engineering; Medical education; Political science","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":[0.004442032,0.000631393,0.0009649806,0.002778263,0.0008792229,0.004164157,0.001208042,0.003220452,0.005526237],"category_scores_gemma":[0.005649752,0.0003478661,0.0007195508,0.003667447,0.002770689,0.008847397,0.002118433,0.004724962,0.002031126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149718,"about_ca_system_score_gemma":0.003696836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001781622,"about_ca_topic_score_gemma":0.002975376,"domain_scores_codex":[0.99865,0.000403753,0.0001823617,0.0001837169,0.000462421,0.0001177524],"domain_scores_gemma":[0.9944924,0.003467513,0.0004672754,0.000223713,0.0009545236,0.0003947001],"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":[0.00003946098,0.00004345997,0.0004251592,0.008111177,0.00003771175,0.0002797171,0.0004529065,0.000284709,0.0003809682,0.03645481,0.03384382,0.919646],"study_design_scores_gemma":[0.000006417721,0.00005323323,0.0007829043,0.005988907,0.00003806367,0.001909831,0.0006488611,0.000106172,0.0002470951,0.01430566,0.9758892,0.00002360841],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001621188,0.9912117,0.0003548391,0.005355749,0.0005278756,0.000003819011,0.00001085593,0.00001057673,0.002362539],"genre_scores_gemma":[0.002526411,0.9937068,0.000468019,0.001697052,0.0008701559,0.000007550494,0.0000185225,0.000005635839,0.0006998433],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005526237,"threshold_uncertainty_score":0.02349204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03480831132619322,"score_gpt":0.330903347111961,"score_spread":0.2960950357857678,"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."}}