{"id":"W4405482456","doi":"10.21203/rs.3.rs-5299662/v1","title":"Endovascular Transcatheter Photodynamic Ablation to Downstage Locally Advanced Pancreatic Cancer Followed by Surgery: A Proof-of-Concept Study in a Porcine Model","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Ministero dello Sviluppo Economico; Agence Nationale de la Recherche; Princess Margaret Cancer Foundation","keywords":"Proof of concept; Medicine; Pancreatic cancer; Ablation; Surgery; Cancer; Internal medicine; Computer science","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":[0.0009723929,0.0006050899,0.0005880371,0.0002410737,0.0002100122,0.0006671142,0.0007466224,0.0008732957,0.001697326],"category_scores_gemma":[0.0004021142,0.0002251781,0.0007665622,0.0001895185,0.0005646846,0.0007792956,0.0002402105,0.001185825,0.0002837448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002373717,"about_ca_system_score_gemma":0.0004479995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004082526,"about_ca_topic_score_gemma":0.0002688953,"domain_scores_codex":[0.9997466,0.00004831646,0.00001072591,0.00006327875,0.00007060897,0.00006051654],"domain_scores_gemma":[0.9997068,0.00009527847,0.0000782834,0.00004664126,0.00002158212,0.00005140785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003184078,0.003608225,0.0003185867,0.0006204276,0.0001318641,0.0005354182,0.00009150347,0.002773467,0.973967,0.000699319,0.001004477,0.01306567],"study_design_scores_gemma":[0.001150112,0.04748597,0.002960301,0.00005786218,0.0003748595,0.001560611,0.0001129835,0.01262839,0.9223013,0.0005074313,0.01079729,0.00006289367],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565319,0.004203644,0.03452113,0.0004263252,0.0005520778,0.0005669669,0.000591911,0.0002344012,0.002371517],"genre_scores_gemma":[0.9729073,0.003693335,0.01961378,0.0002247978,0.00009818777,0.0004796463,0.0006325574,0.00008025554,0.002270049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001697326,"threshold_uncertainty_score":0.005678117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04808661281235085,"score_gpt":0.3687905229495733,"score_spread":0.3207039101372225,"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."}}