{"id":"W4401957993","doi":"10.4103/ijd.ijd_636_23","title":"Observational Study with a New Portable Cryosurgery Device, HYDROZID®, in Superficial Epidermal Lesions: An Indian Experience","year":2024,"lang":"en","type":"article","venue":"Indian Journal of Dermatology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cryosurgery; Observational study; Dermatology; Surgery; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002864774,0.0002397277,0.000784521,0.000831167,0.00009808873,0.00004945126,0.0002058425,0.0001271483,0.0001607804],"category_scores_gemma":[0.0001586873,0.000189183,0.00009494917,0.000721475,0.0001498085,0.0006520295,0.00004254397,0.0006165816,0.0000154278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148754,"about_ca_system_score_gemma":0.002095887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000236938,"about_ca_topic_score_gemma":0.001487189,"domain_scores_codex":[0.9976477,0.0001473408,0.0009809631,0.000303889,0.0004674137,0.0004527169],"domain_scores_gemma":[0.9987776,0.0002884701,0.0002252953,0.0002275114,0.0001395392,0.0003416252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000364795,0.0003106992,0.9111851,0.00006899648,0.000179791,0.06854901,0.01615631,0.00002244457,0.0000558386,0.00005658244,0.001012635,0.002037768],"study_design_scores_gemma":[0.002087253,0.0009844626,0.9039914,0.0006172597,0.0001004053,0.07657347,0.01187623,0.00002929301,0.0005028453,0.0002246878,0.002767717,0.0002450081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919925,0.002618446,0.00005292718,0.004260765,0.0005830006,0.0003246138,0.00000435128,0.000021795,0.0001416414],"genre_scores_gemma":[0.9979281,0.00006196839,0.0007675689,0.0006517001,0.0004732536,0.00002297543,0.000006297406,0.0000356388,0.00005243709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008024459,"threshold_uncertainty_score":0.7714659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0736499750832627,"score_gpt":0.3488025772775438,"score_spread":0.2751526021942811,"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."}}