{"id":"W4414669195","doi":"10.3390/jcm14196883","title":"Neoadjuvant Treatment Approaches to Oral Cancer","year":2025,"lang":"en","type":"review","venue":"Journal of Clinical Medicine","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Neoadjuvant therapy; Clinical trial; Immunotherapy; Adjuvant; Chemotherapy; Randomized controlled trial; Cancer; Adverse effect","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":[0.001039029,0.0006733891,0.001515802,0.002152685,0.0003105998,0.001025675,0.0006014571,0.000759735,0.006125373],"category_scores_gemma":[0.001943707,0.0002393174,0.001171903,0.001776801,0.000526136,0.0008631274,0.0006423671,0.001124724,0.0007967136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006800428,"about_ca_system_score_gemma":0.001684946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103359,"about_ca_topic_score_gemma":0.002435435,"domain_scores_codex":[0.999467,0.0001863052,0.0001260955,0.0000546705,0.0001431432,0.00002288971],"domain_scores_gemma":[0.9992035,0.0005202095,0.0001528048,0.00001922208,0.00008498134,0.00001934622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001966519,0.00007107935,0.0002305889,0.2361998,0.0005877164,0.0001710884,0.0001203473,0.000254244,0.001191923,0.002285109,0.01232766,0.7463638],"study_design_scores_gemma":[0.0002142018,0.0004112117,0.002589433,0.1639477,0.00318482,0.002653606,0.0002391996,0.0001148956,0.00123806,0.00216712,0.8232027,0.00003704892],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007844638,0.9993415,0.0000291028,0.00007476545,0.00007912824,0.000009148803,0.00000761845,0.000001380646,0.0003788033],"genre_scores_gemma":[0.001156292,0.9982814,0.0001146025,0.0001649958,0.00007996957,0.00001875092,0.00001871976,8.274849e-7,0.0001645379],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006125373,"threshold_uncertainty_score":0.02049136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6882400410357362,"score_gpt":0.5926380459813366,"score_spread":0.09560199505439959,"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."}}