{"id":"W4366379238","doi":"10.1007/174_2022_371","title":"Dermatologic Conditions","year":2023,"lang":"en","type":"book-chapter","venue":"Medical radiology","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Keloid; Medicine; Dermis; Dermatology; Scars; Reticular Dermis; Folliculitis; Reticular connective tissue; Hypertrophic scars; Pathological; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002960514,0.0006112555,0.0004367156,0.001363797,0.000952312,0.001634123,0.0005887445,0.0009092652,0.1990398],"category_scores_gemma":[0.00107508,0.000209122,0.0004307523,0.0009304624,0.0006217503,0.001130244,0.001362475,0.001643658,0.08845976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000625437,"about_ca_system_score_gemma":0.00102975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001546171,"about_ca_topic_score_gemma":0.006942086,"domain_scores_codex":[0.9997124,0.00004636912,0.00001164184,0.00003079864,0.0001516018,0.0000471453],"domain_scores_gemma":[0.999756,0.0000873121,0.00001646196,0.00002903651,0.00006572172,0.00004550644],"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":[0.00001317026,0.0000654234,0.0001907487,0.0002538161,0.000004870698,0.0004816644,0.0001716466,0.0001265283,0.000524824,0.02823921,0.7809322,0.1889959],"study_design_scores_gemma":[0.000001898631,0.000006907148,0.0002381739,0.0001558288,0.000002235074,0.0009461227,0.00004434261,0.00001768422,0.00005784757,0.002576491,0.9959503,0.000002149599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003466757,0.01184716,0.000653374,0.001195962,0.001806897,0.00004597825,0.0001423822,0.00009116804,0.9838703],"genre_scores_gemma":[0.002900584,0.01042116,0.0008403435,0.002330226,0.0009758382,0.00002914412,0.0001789306,0.00004694801,0.9822767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1990398,"threshold_uncertainty_score":0.6658546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05499908929449481,"score_gpt":0.3601384071181123,"score_spread":0.3051393178236175,"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."}}