{"id":"W2131297039","doi":"10.1097/dss.0000000000000229","title":"Cryolipolysis and Skin Tightening","year":2014,"lang":"en","type":"article","venue":"Dermatologic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Dermatology; Cosmetic Techniques; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004481803,0.0001346881,0.0005047276,0.0001844944,0.00009655894,0.00001642185,0.00003094647,0.0001090745,0.00006534749],"category_scores_gemma":[0.0004866856,0.0001053676,0.0001475578,0.0001443041,0.00008230536,0.00005480004,0.0000315261,0.0001280188,0.00005312634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001001371,"about_ca_system_score_gemma":0.00003393576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001880571,"about_ca_topic_score_gemma":8.479752e-7,"domain_scores_codex":[0.998985,0.00009406579,0.0002585565,0.000231921,0.0001447502,0.0002857119],"domain_scores_gemma":[0.9984974,0.001005292,0.00006816078,0.000237297,0.00003857935,0.0001532318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003419391,0.00004317328,0.883691,0.0001023544,0.00006174189,0.0002185379,0.00009489823,4.257699e-7,0.0002218282,0.0004585336,0.04045434,0.07461902],"study_design_scores_gemma":[0.0007459809,0.00003346222,0.6646666,0.0003266766,0.0002019354,0.002358271,0.0001512344,0.00246198,0.006866997,0.0005508763,0.3210099,0.0006261278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885966,0.001306046,0.0003303299,0.001731106,0.0002713321,0.000052698,5.595503e-7,0.0001920655,0.007519303],"genre_scores_gemma":[0.9967096,0.0001641517,0.0002918441,0.002131342,0.0002824853,0.00001011004,0.000009040605,0.00001437027,0.0003869855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2805555,"threshold_uncertainty_score":0.4296766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352623899734008,"score_gpt":0.2198162071908219,"score_spread":0.2062899681934818,"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."}}