{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01788418,0.001016367,0.0004081341,0.001639529,0.006146356,0.01251499,0.005575146,0.002873657,0.07349086],"category_scores_gemma":[0.02828781,0.0006304438,0.001146041,0.0008881319,0.002305812,0.006812883,0.01913399,0.002817722,0.01746488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002431414,"about_ca_system_score_gemma":0.01271784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016225,"about_ca_topic_score_gemma":0.002585098,"domain_scores_codex":[0.9788423,0.01320674,0.0008698811,0.001803815,0.003685151,0.001592175],"domain_scores_gemma":[0.9406189,0.0147633,0.004768368,0.01019614,0.006119474,0.02353373],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002244733,0.006174755,0.03542481,0.001754143,0.0001619338,0.004971019,0.006759859,0.004177965,0.00619644,0.06540337,0.230948,0.635783],"study_design_scores_gemma":[0.00161926,0.0038077,0.01233869,0.001315957,0.0002395633,0.01333033,0.01581448,0.0104247,0.00451685,0.03669054,0.8995405,0.0003613192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1403763,0.004372203,0.2270391,0.1038253,0.01191078,0.002749869,0.002570143,0.01667818,0.4904782],"genre_scores_gemma":[0.6565019,0.001617004,0.2661483,0.01522115,0.005388186,0.003810285,0.001498959,0.001201359,0.04861284],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9821158,"threshold_uncertainty_score":0.2458514,"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."}}