{"id":"W4415764515","doi":"10.2196/65697","title":"Advantages of a Virtual Collaborative Research Dermatology Laboratory","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Academic institution; Zoom; Institution; Videoconferencing","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":[0.0005042114,0.0001051258,0.0004233816,0.0005185255,0.000117378,0.000002125453,0.0001267045,0.0002565561,0.0002161073],"category_scores_gemma":[0.002792079,0.00008800465,0.00003752719,0.001135729,0.0010268,0.00004623572,0.00006479759,0.0005170829,0.00004605503],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001261894,"about_ca_system_score_gemma":0.00909499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009813108,"about_ca_topic_score_gemma":0.000007826223,"domain_scores_codex":[0.998195,0.0003006602,0.000409496,0.0002434407,0.0006136457,0.0002377376],"domain_scores_gemma":[0.9978399,0.0004394126,0.00008064873,0.0003059726,0.001113568,0.0002204523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002576891,0.001054358,0.01420249,0.0004422135,0.0001025428,0.00005494314,0.002747438,2.63503e-8,0.0006638624,0.01283209,0.9566953,0.01094706],"study_design_scores_gemma":[0.001968532,0.000338842,0.01550862,0.0007746085,0.00006992924,0.00006457615,0.01911346,0.00002282956,0.002090689,0.0003035607,0.9596431,0.0001012363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7309856,0.01289798,0.0001122891,0.0797043,0.002041637,0.001211789,0.00000752372,0.00008424569,0.1729546],"genre_scores_gemma":[0.9673358,0.0007585431,0.0002974519,0.02655115,0.0002382119,0.0004706891,0.00004534948,0.00001386077,0.004288952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2363502,"threshold_uncertainty_score":0.9965225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449058707702663,"score_gpt":0.4330769739137841,"score_spread":0.4185863868367575,"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."}}