{"id":"W4292261907","doi":"10.1002/lio2.831","title":"Demographic and pathologic factor regression to a growth rate model of <scp>p16</scp>‐negative oral cavity squamous cell carcinoma","year":2022,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Prospective cohort study; Proportional hazards model; Cohort; Internal medicine; Head and neck squamous-cell carcinoma; Carcinoma; Surgery; Oncology; Cancer; Head and neck cancer","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":[0.004284697,0.0007380275,0.0004933376,0.0006503001,0.0003211299,0.0008278484,0.001156649,0.0005409716,0.004346004],"category_scores_gemma":[0.006833877,0.0004318027,0.001327959,0.0003269104,0.0002852589,0.0002815674,0.0004994574,0.001041837,0.0007621835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008975797,"about_ca_system_score_gemma":0.001971147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03827262,"about_ca_topic_score_gemma":0.01795051,"domain_scores_codex":[0.9991274,0.0005278728,0.00002673246,0.0001359105,0.00006771725,0.0001143464],"domain_scores_gemma":[0.9961908,0.002673658,0.0004130103,0.0001851831,0.0003284519,0.0002088074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001407086,0.0006611744,0.6335419,0.0000695365,0.0008459889,0.0004549445,0.0001789761,0.3396603,0.001199743,0.002057895,0.002043982,0.01787849],"study_design_scores_gemma":[0.00006782911,0.000244201,0.03939191,0.0000186917,0.0001436787,0.00008184289,0.00007758697,0.9585173,0.0002055629,0.0005107033,0.0007277067,0.00001292125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807489,0.0002251644,0.01626415,0.0004749812,0.00007289487,0.0001176946,0.0009340594,0.0001094298,0.001052828],"genre_scores_gemma":[0.9930259,0.0001240738,0.002993464,0.00003114148,0.00002301286,0.0001107575,0.000658265,0.00002062754,0.003012792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03827262,"threshold_uncertainty_score":0.07609969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03665583373887894,"score_gpt":0.2731831694597352,"score_spread":0.2365273357208563,"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."}}