{"id":"W4406564304","doi":"10.1016/j.abdp.2024.07.027","title":"10.1016/j.abdp.2024.07.027","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Melasma; Computer science; Dermatology; Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005583024,0.001467456,0.0006626393,0.001909134,0.001196302,0.001866529,0.001199999,0.00425926,0.9531041],"category_scores_gemma":[0.001370804,0.0005963348,0.000825131,0.0009082789,0.0008443467,0.002314286,0.001266368,0.001633338,0.9522462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008502667,"about_ca_system_score_gemma":0.001039524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003372452,"about_ca_topic_score_gemma":0.003178165,"domain_scores_codex":[0.9997074,0.00002334144,0.00002713538,0.00007086295,0.00008358069,0.00008768953],"domain_scores_gemma":[0.9987502,0.0002469237,0.0001124724,0.00007834271,0.0002973998,0.0005145355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003019744,0.0002645629,0.003227982,0.0004114503,0.0000328052,0.0005161568,0.00005060561,0.0003174325,0.0007948412,0.0027499,0.3405783,0.650754],"study_design_scores_gemma":[0.0001025808,0.0001658971,0.004086562,0.0007438162,0.00004076513,0.004028853,0.0001422816,0.0003052869,0.0005736428,0.002705365,0.987074,0.00003102893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00165422,0.002907942,0.001001117,0.003069042,0.001075197,0.00008682077,0.001728583,0.0008398606,0.9876373],"genre_scores_gemma":[0.004683381,0.001254116,0.001188751,0.001595169,0.0004318571,0.00005819216,0.001460699,0.0001968315,0.9891311],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04689586,"threshold_uncertainty_score":0.06689119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01279988600096931,"score_gpt":0.2453839587145555,"score_spread":0.2325840727135861,"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."}}