{"id":"W4220999930","doi":"10.2196/36907","title":"From Teledermatology to Dermatology Artificial Intelligence: Will Teledermatology Exist in the Next 2 Years?","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teledermatology; Telemedicine; Dermatology; Store and forward; Palmoplantar pustulosis; Pace; Medical diagnosis; Medicine; Computer science; Artificial intelligence; Medical physics; Psoriasis; Pathology; Health care; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.004903018,0.0002442491,0.0005968613,0.001449425,0.001133492,0.004473134,0.0007117213,0.003737813,0.01547046],"category_scores_gemma":[0.01292521,0.0001990994,0.0006147218,0.001575366,0.002490781,0.009031991,0.001754373,0.004296764,0.002233769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003022989,"about_ca_system_score_gemma":0.004097123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003629763,"about_ca_topic_score_gemma":0.004131383,"domain_scores_codex":[0.9983853,0.0005126042,0.0001532696,0.0002265501,0.0004082132,0.0003139786],"domain_scores_gemma":[0.9905345,0.003770096,0.001311028,0.00021453,0.002055846,0.002114042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003767721,0.000359179,0.02254465,0.003155619,0.00006709272,0.001095064,0.001287931,0.0003445116,0.0006896621,0.03779539,0.1097511,0.822533],"study_design_scores_gemma":[0.0000662336,0.000662434,0.05879534,0.0152114,0.0001410935,0.00652371,0.01213885,0.0007079064,0.0007787739,0.05074408,0.8540905,0.000139827],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02668364,0.3530729,0.001487086,0.5848646,0.007576119,0.00003445617,0.0004445877,0.00006638098,0.02577018],"genre_scores_gemma":[0.3388591,0.4721195,0.003546467,0.1608247,0.01267095,0.0001501626,0.0006494042,0.00005417436,0.01112561],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01547046,"threshold_uncertainty_score":0.05175382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03813246495285059,"score_gpt":0.2924764167215428,"score_spread":0.2543439517686922,"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."}}