{"id":"W4390839373","doi":"10.1007/s10585-023-10252-4","title":"Mapping the single cell spatial immune landscapes of the melanoma microenvironment","year":2024,"lang":"en","type":"review","venue":"Clinical & Experimental Metastasis","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill Genome Centre; McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research; Institut de Valorisation des Données; Canada Research Chairs; McGill University","keywords":"Melanoma; Surgical oncology; Hematology; Tumor microenvironment; Immune system; Medicine; Cancer research; Biology; Computational biology; Immunology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002002262,0.0001553195,0.0001991423,0.0005510185,0.0001760836,0.0006092414,0.0001655634,0.0005641881,0.001730309],"category_scores_gemma":[0.0002341392,0.0001941806,0.0001554714,0.0002777922,0.0002698319,0.0003874562,0.0002765281,0.0003777812,0.0006101618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003038221,"about_ca_system_score_gemma":0.0002677696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156258,"about_ca_topic_score_gemma":0.001947242,"domain_scores_codex":[0.9998549,0.00002083513,0.000005395609,0.00004437294,0.0000494446,0.00002503526],"domain_scores_gemma":[0.9999058,0.00001887236,0.00001872544,0.00001240501,0.00002365477,0.00002056828],"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":[0.00005561703,0.00002272618,0.003574064,0.0001126796,0.000009943304,0.0001134386,0.00005847332,0.0006797073,0.9700089,0.0008735813,0.0006604182,0.02383042],"study_design_scores_gemma":[0.00003720881,0.0004772321,0.09800842,0.00009843518,0.00007646527,0.003086963,0.0009353799,0.03474201,0.8127548,0.004708819,0.04500543,0.00006894438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8686965,0.01681261,0.09897121,0.001359571,0.0001415862,0.0001122837,0.001803337,0.0008357083,0.01126725],"genre_scores_gemma":[0.9338692,0.007124687,0.05242546,0.0005914808,0.00009428896,0.0001220001,0.0006777614,0.00008607029,0.005008986],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001730309,"threshold_uncertainty_score":0.005788505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08181505691435978,"score_gpt":0.335319334725329,"score_spread":0.2535042778109692,"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."}}