{"id":"W4408531419","doi":"10.3390/curroncol32030168","title":"Evaluation of Clinical Parameters Associated with Response and Resistance to Cemiplimab in Locally Advanced and Metastatic Cutaneous Squamous Cell Carcinoma: A Multi-Institutional Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Christie Charity","keywords":"Medicine; Internal medicine; Skin cancer; Oncology; Retrospective cohort study; Clinical trial; Radiation therapy; Immunosuppression; Incidence (geometry); Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001497489,0.0002404743,0.0004290418,0.0006995805,0.0003809636,0.0006759521,0.000305215,0.0003474793,0.001670417],"category_scores_gemma":[0.002333731,0.0002575566,0.0005442654,0.0007615925,0.0002922648,0.000426586,0.0003997455,0.0004824267,0.0003698954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003207441,"about_ca_system_score_gemma":0.0002639926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001654286,"about_ca_topic_score_gemma":0.001399951,"domain_scores_codex":[0.999326,0.0002174807,0.00009358084,0.0001564144,0.0001112464,0.00009518244],"domain_scores_gemma":[0.9978588,0.0004123139,0.0009377631,0.000297562,0.0002361063,0.0002574664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002833466,0.00003656617,0.9986884,0.000006419983,0.00004892212,0.00009056707,0.00004072604,0.00002530967,0.0002243126,0.000005975152,0.00003368286,0.0005157778],"study_design_scores_gemma":[0.00001491807,0.0004990867,0.9981682,0.000004038658,0.00004670678,0.0006483581,0.0001601073,0.00009927994,0.0001462182,0.000008059314,0.0002006483,0.000004325655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993185,0.0001602175,0.00005839421,0.000008106904,0.000001776711,0.00001795195,0.0002270599,0.000001548544,0.0002064767],"genre_scores_gemma":[0.9995267,0.0000507928,0.00004314007,0.000009565745,0.000003905323,0.00001312314,0.0002611269,0.000001575317,0.00008999407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001670417,"threshold_uncertainty_score":0.00791961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09993317814465655,"score_gpt":0.44219523293756,"score_spread":0.3422620547929034,"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."}}