{"id":"W1979984258","doi":"10.1111/j.1440-0960.2005.00143.x","title":"Modelling skin disease: Lessons from the worlds of mathematics, physics and computer science","year":2005,"lang":"en","type":"review","venue":"Australasian Journal of Dermatology","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Analogy; Disease; Computer science; Cognitive science; Management science; Data science; Medicine; Epistemology; Pathology; Psychology; Engineering; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001318397,0.0002062755,0.0006692507,0.00007356451,0.00008479397,0.00004096934,0.0004803171,0.000132563,0.00001101893],"category_scores_gemma":[0.00002336876,0.0001409764,0.0003258246,0.0001187467,0.0002647016,0.00001239878,0.0001347758,0.0003154651,0.000002424043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001441775,"about_ca_system_score_gemma":0.0003373362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003154536,"about_ca_topic_score_gemma":0.000002965346,"domain_scores_codex":[0.9987389,0.00007534473,0.0006386248,0.0002033068,0.000152697,0.0001911128],"domain_scores_gemma":[0.9985326,0.0000602251,0.0008016416,0.0003276969,0.0001539125,0.0001239505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000230567,0.000478488,0.00004441975,0.002042359,0.00109055,0.0001279595,0.0003421654,0.001054018,0.0006181285,0.006224908,0.002052354,0.9859016],"study_design_scores_gemma":[0.0003239555,0.00008945633,0.000005543212,0.003408209,0.001155705,0.003052301,0.00008292765,0.003825964,0.001324666,0.0009656828,0.9854215,0.0003440883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001133481,0.9339748,0.06393432,0.0003852826,0.0003541767,0.0001362233,0.00005702359,0.000001691701,0.00002298934],"genre_scores_gemma":[0.03362836,0.9612998,0.004434053,0.00002303883,0.000528814,0.000002401937,0.00003144661,0.00002435909,0.00002768974],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9855575,"threshold_uncertainty_score":0.5748852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03855368355978578,"score_gpt":0.3244388170469711,"score_spread":0.2858851334871854,"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."}}