{"id":"W3171984538","doi":"10.2196/28922","title":"Peer Review of “Machine Learning for Risk Group Identification and User Data Collection in a Herpes Simplex Virus Patient Registry: Algorithm Development and Validation Study”","year":2021,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herpes simplex virus; Identification (biology); Computer science; Machine learning; Artificial intelligence; Development (topology); Algorithm; Medicine; Virology; Virus; Mathematics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03972033,0.0006642535,0.00139827,0.003847599,0.003737357,0.003864285,0.001881562,0.001704077,0.06951879],"category_scores_gemma":[0.2925674,0.0002852336,0.001134941,0.002822536,0.001727135,0.002983399,0.002302655,0.001642683,0.02357369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114225,"about_ca_system_score_gemma":0.011373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004749983,"about_ca_topic_score_gemma":0.006457533,"domain_scores_codex":[0.9625841,0.01731489,0.002632363,0.001998993,0.01473655,0.0007331121],"domain_scores_gemma":[0.5686609,0.08122502,0.006661212,0.01724422,0.3205139,0.005694841],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004261426,0.0001511557,0.004711701,0.001138364,0.0001648018,0.000273979,0.0004924195,0.0007061764,0.001522541,0.003117914,0.7713161,0.2159787],"study_design_scores_gemma":[0.000354139,0.0005662928,0.01047181,0.001707148,0.0002240032,0.0007100319,0.001281942,0.01865031,0.007872435,0.005372944,0.952643,0.0001459768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09248409,0.01152199,0.180373,0.2741876,0.2739379,0.01234883,0.01580344,0.008840778,0.1305024],"genre_scores_gemma":[0.4800086,0.01031682,0.1626572,0.02702344,0.04707226,0.004643247,0.02675613,0.005756399,0.2357659],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9602796,"threshold_uncertainty_score":0.2325635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839048627370874,"score_gpt":0.4420208465549326,"score_spread":0.2581159838178452,"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."}}