{"id":"W4295681666","doi":"10.1111/exd.14675","title":"From simplicity to complexity in current melanoma models","year":2022,"lang":"en","type":"review","venue":"Experimental Dermatology","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Eurostars; Rijksdienst voor Ondernemend Nederland","keywords":"Melanoma; Tumor microenvironment; Computational biology; Translational research; Immunotherapy; Computer science; Biology; Cancer research; Immune system; Immunology; Biotechnology","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":[0.00130881,0.00074575,0.0008990018,0.0009051503,0.0004059893,0.002245539,0.0009031421,0.001217358,0.002936362],"category_scores_gemma":[0.0008968064,0.0004996808,0.0007934055,0.0006275845,0.001126657,0.001552304,0.001047277,0.002772732,0.001962089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000717724,"about_ca_system_score_gemma":0.0006422942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007258488,"about_ca_topic_score_gemma":0.001111684,"domain_scores_codex":[0.9989981,0.0002827816,0.00006993431,0.0001470235,0.0004383397,0.00006386419],"domain_scores_gemma":[0.9994205,0.0002416341,0.00008763577,0.0001050978,0.00008320984,0.00006195099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005566104,0.0002334714,0.001689059,0.005913007,0.0001430298,0.001973195,0.0006770941,0.006973643,0.6355185,0.06940463,0.02253381,0.254384],"study_design_scores_gemma":[0.0000476045,0.0008345206,0.00244493,0.001137996,0.0002185982,0.006990869,0.0002565271,0.00676545,0.1707303,0.02435264,0.7860979,0.0001226972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.07399025,0.3626105,0.4506154,0.01429749,0.004122638,0.0006842471,0.003157444,0.003513918,0.08700819],"genre_scores_gemma":[0.3891073,0.3337875,0.2278432,0.004767149,0.0009975119,0.001454034,0.003316179,0.0009040163,0.03782316],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002936362,"threshold_uncertainty_score":0.009823084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2187735115086107,"score_gpt":0.4240088231099489,"score_spread":0.2052353116013382,"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."}}