{"id":"W4289534663","doi":"10.2196/37060","title":"From the Cochrane Library: Interventions for Acne Scars","year":2022,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cochrane Library; Acne; Dermatology; Acne scars; Medicine; Psychological intervention; Scars; MEDLINE; Alternative medicine; Surgery; Political science; Pathology; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002999669,0.00008026089,0.0002266973,0.00003369902,0.0002965701,0.00001018666,0.00009848228,0.00004026503,0.00108089],"category_scores_gemma":[0.000009273309,0.00004979781,0.0002146116,0.00008801597,0.00004674864,0.00004376189,0.0001089392,0.000121421,0.00003170539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000127941,"about_ca_system_score_gemma":0.00003591302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000202004,"about_ca_topic_score_gemma":0.000003189166,"domain_scores_codex":[0.9994125,0.00006806119,0.0001428033,0.0001425968,0.00007317064,0.000160866],"domain_scores_gemma":[0.9994828,0.0002048162,0.00004766744,0.0002097094,0.000009672531,0.00004535462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005293716,0.0007560248,0.03153236,0.0002778989,0.0005132894,0.0003574884,0.001133846,0.000005558254,0.0003003704,0.003994653,0.9544918,0.00610735],"study_design_scores_gemma":[0.01079909,0.001319014,0.03619771,0.000391458,0.0006964026,0.003685651,0.002709726,0.0007817986,0.00208158,0.006169599,0.9348587,0.0003092638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347296,0.005325508,0.0002774468,0.05462983,0.0006355756,0.001447771,0.0002757555,0.0001329141,0.002545598],"genre_scores_gemma":[0.9923761,0.00005708189,0.0002600951,0.002865353,0.0001455084,0.0008922783,0.0006257785,0.00001909606,0.002758672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05764654,"threshold_uncertainty_score":0.9998323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02513799280689819,"score_gpt":0.3442588708071419,"score_spread":0.3191208780002437,"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."}}