{"id":"W4385477561","doi":"10.2196/45315","title":"Computer-Supported Collaborative Design of Standardized Clinical Cases: Algorithm Development and Validation","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interoperability; Workflow; Computer science; Learning Management; Software deployment; Software engineering; World Wide Web; Multimedia; Database","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002216835,0.0001017813,0.0002558248,0.0001308532,0.0001156463,0.0001159676,0.0003296474,0.0001133248,0.00004230339],"category_scores_gemma":[0.0003144163,0.00008618466,0.00002441392,0.0007847425,0.0001014073,0.000466709,0.0002534527,0.0002090255,0.00007892893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000293158,"about_ca_system_score_gemma":0.001051116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001387106,"about_ca_topic_score_gemma":4.197169e-7,"domain_scores_codex":[0.9979142,0.000182642,0.0008998471,0.0001107838,0.0007049837,0.0001875511],"domain_scores_gemma":[0.9984304,0.0006027547,0.0002894901,0.0001651273,0.0002576983,0.0002545139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000151706,0.000120131,0.0005755586,0.00009330301,0.00006690861,0.00002656947,0.03872417,0.000148348,0.000001983395,0.002440627,0.01763701,0.9401502],"study_design_scores_gemma":[0.001756183,0.0004202091,0.003974108,0.0001547951,0.000009231529,0.00004530931,0.01178733,0.9411814,0.0005174759,0.0001224346,0.03976126,0.0002702759],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05732454,0.000005078236,0.9409045,0.0003682387,0.0003962926,0.0003649784,0.000002765404,0.0001547974,0.0004787868],"genre_scores_gemma":[0.05454032,0.0001090316,0.9445608,0.0004899995,0.00008077373,0.00005008495,0.00006396486,0.00000809939,0.00009697014],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.941033,"threshold_uncertainty_score":0.3514509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05294375060523205,"score_gpt":0.3725811955201923,"score_spread":0.3196374449149603,"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."}}