{"id":"W4413406300","doi":"10.1016/j.vgie.2025.07.013","title":"Thulium laser–assisted colorectal endoscopic submucosal dissection","year":2025,"lang":"en","type":"article","venue":"VideoGIE","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Thulium; Laser; Optics","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":[0.00008308391,0.0001144707,0.0002063998,0.0001873289,0.00007105224,0.00002902531,0.00007270779,0.00005500798,0.0002314135],"category_scores_gemma":[0.000119128,0.00009793876,0.00009296337,0.0004639911,0.00003536716,0.00006410221,0.00005800705,0.0001193719,0.00006164212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001457802,"about_ca_system_score_gemma":0.00009192015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007754575,"about_ca_topic_score_gemma":0.000117703,"domain_scores_codex":[0.9992294,0.00001832011,0.0001729938,0.0002122375,0.0001512828,0.0002157707],"domain_scores_gemma":[0.999614,0.00006455351,0.00003507353,0.0001892561,0.00004133767,0.00005579085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005383057,0.0002232217,0.8764278,0.0003133874,0.0002804418,0.0001314179,0.00007700561,0.00001536823,0.003646616,0.001684632,0.07592085,0.0407409],"study_design_scores_gemma":[0.001852328,0.0001645885,0.966591,0.00007781526,0.0001802387,0.000006233793,0.0001180821,0.0001103287,0.005590039,0.000302145,0.02492904,0.00007815043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937924,0.0002164157,0.0006986093,0.005067389,0.001263051,0.0004237515,0.000003283493,0.0002711008,0.05413238],"genre_scores_gemma":[0.9821793,0.00003665392,0.0002561992,0.0007633872,0.0001193678,0.00003935052,0.00002697367,0.000009585365,0.01656916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09016315,"threshold_uncertainty_score":0.3993827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783609111862168,"score_gpt":0.2987757525754847,"score_spread":0.280939661456863,"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."}}